EXAMEN MACHINE LEARNING¶


Contexte¶

L'entreprise "Prêt à dépenser" est une société financière spécialisée dans l’octroi de crédits à la consommation. Elle cible principalement des clients ayant peu ou pas d’historique de crédit, rendant l’évaluation du risque plus complexe.

Afin d’améliorer son processus de décision et d’optimiser la gestion des risques, l’entreprise souhaite développer un outil de scoring crédit basé sur un algorithme de classification. Cet outil devra estimer la probabilité qu’un client rembourse son prêt et classer automatiquement les demandes en "crédit accordé" ou "crédit refusé".

Objectif¶

L’objectif de ce projet est de concevoir et d’évaluer un modèle de machine learning capable de prédire si un client remboursera son crédit. Le modèle exploitera des données variées :

Données socio-économiques (revenu, emploi, niveau d’éducation, etc.) Données comportementales (historique de dépenses, transactions bancaires, etc.) Informations provenant d’autres institutions financières

In [ ]:
# Importation des Bibliothéques
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns
In [ ]:
# Importation des différents fichiers
application_train = pd.read_csv("application_train.csv", sep=",")
application_test = pd.read_csv("application_test.csv", sep=",")
bureau = pd.read_csv("bureau.csv", sep=",")
bureau_balance=pd.read_csv("bureau_balance.csv", sep=",")
installments_payments = pd.read_csv("installments_payments.csv", sep=",")
previous_application = pd.read_csv("previous_application.csv", sep=",")

CONCATENATION PAR AGREGATION¶

La concaténation par agrégation est une technique utilisée en traitement de données, en machine learning ou en analyse de données pour combiner des informations provenant de plusieurs sources ou de plusieurs variables en un seul ensemble de données structuré. Dans notre cas nous allons utiliser l'agrégation par la moyenne qui est une méthode simple et efficace pour résumer des données numériques. Cette derniere est particulièrement utile pour créer des caractéristiques en machine learning, simplifier l'analyse de données ou réduire la dimensionnalité

In [ ]:
# Fonction pour agréger toutes les colonnes numériques par la moyenne
def aggregate_mean(df, group_column, prefix):
    # Sélectionner uniquement les colonnes numériques
    numeric_cols = df.select_dtypes(include=['number']).columns.tolist()

    # Exclure la colonne de regroupement si elle est numérique
    if group_column in numeric_cols:
        numeric_cols.remove(group_column)

    # Agrégation des colonnes numériques par la moyenne
    agg_df = df.groupby(group_column)[numeric_cols].mean().reset_index()

    # Renommer les colonnes agrégées
    agg_df.columns = [group_column] + [f'{prefix}_{col}_MEAN' for col in numeric_cols]

    return agg_df

# Agrégation des fichiers par la moyenne
previous_agg = aggregate_mean(previous_application, 'SK_ID_CURR', 'PREV')
bureau_agg = aggregate_mean(bureau, 'SK_ID_CURR', 'BUREAU')
installments_agg = aggregate_mean(installments_payments, 'SK_ID_CURR', 'INSTALL')

# Fusionner les données agrégées avec application_train
# Conserver uniquement la colonne TARGET de application_train
target = application_train[['SK_ID_CURR', 'TARGET']]  # Isoler la colonne TARGET
train_data = application_train.drop(columns=['TARGET'])  # Supprimer TARGET pour éviter les duplications

# Fusionner les données agrégées
train_data = pd.merge(train_data, previous_agg, on='SK_ID_CURR', how='left')
train_data = pd.merge(train_data, bureau_agg, on='SK_ID_CURR', how='left')
train_data = pd.merge(train_data, installments_agg, on='SK_ID_CURR', how='left')

# Réintégrer la colonne TARGET
train_data = pd.merge(train_data, target, on='SK_ID_CURR', how='left')

# Fusionner les données agrégées avec application_test
test_data = pd.merge(application_test, previous_agg, on='SK_ID_CURR', how='left')
test_data = pd.merge(test_data, bureau_agg, on='SK_ID_CURR', how='left')
test_data = pd.merge(test_data, installments_agg, on='SK_ID_CURR', how='left')
In [ ]:
#Afficher les cinq premieres ligne
print("Train Data après agrégation :")
train_data.head()
Train Data après agrégation :
Out[ ]:
SK_ID_CURR NAME_CONTRACT_TYPE CODE_GENDER FLAG_OWN_CAR FLAG_OWN_REALTY CNT_CHILDREN AMT_INCOME_TOTAL AMT_CREDIT AMT_ANNUITY AMT_GOODS_PRICE ... BUREAU_DAYS_CREDIT_UPDATE_MEAN BUREAU_AMT_ANNUITY_MEAN INSTALL_SK_ID_PREV_MEAN INSTALL_NUM_INSTALMENT_VERSION_MEAN INSTALL_NUM_INSTALMENT_NUMBER_MEAN INSTALL_DAYS_INSTALMENT_MEAN INSTALL_DAYS_ENTRY_PAYMENT_MEAN INSTALL_AMT_INSTALMENT_MEAN INSTALL_AMT_PAYMENT_MEAN TARGET
0 100002 Cash loans M N Y 0 202500.0 406597.5 24700.5 351000.0 ... -499.875 0.0 1.038818e+06 1.052632 10.000000 -295.000000 -315.421053 11559.247105 11559.247105 1
1 100003 Cash loans F N N 0 270000.0 1293502.5 35698.5 1129500.0 ... -816.000 NaN 2.290070e+06 1.040000 5.080000 -1378.160000 -1385.320000 64754.586000 64754.586000 0
2 100004 Revolving loans M Y Y 0 67500.0 135000.0 6750.0 135000.0 ... -532.000 NaN 1.564014e+06 1.333333 2.000000 -754.000000 -761.666667 7096.155000 7096.155000 0
3 100006 Cash loans F N Y 0 135000.0 312682.5 29686.5 297000.0 ... NaN NaN 2.217428e+06 1.125000 4.437500 -252.250000 -271.625000 62947.088438 62947.088438 0
4 100007 Cash loans M N Y 0 121500.0 513000.0 21865.5 513000.0 ... -783.000 NaN 2.048985e+06 1.166667 7.045455 -1028.606061 -1032.242424 12666.444545 12214.060227 0

5 rows × 162 columns

In [ ]:
#pip install skimpy
from skimpy import skim
In [ ]:
skim(train_data)
╭──────────────────────────────────────────────── skimpy summary ─────────────────────────────────────────────────╮
│          Data Summary                Data Types                                                                 │
│ ┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┓ ┏━━━━━━━━━━━━━┳━━━━━━━┓                                                          │
│ ┃ Dataframe         ┃ Values ┃ ┃ Column Type ┃ Count ┃                                                          │
│ ┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━┩ ┡━━━━━━━━━━━━━╇━━━━━━━┩                                                          │
│ │ Number of rows    │ 307511 │ │ float64     │ 105   │                                                          │
│ │ Number of columns │ 162    │ │ int32       │ 41    │                                                          │
│ └───────────────────┴────────┘ │ string      │ 16    │                                                          │
│                                └─────────────┴───────┘                                                          │
│                                                     number                                                      │
│ ┏━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━┓  │
│ ┃ column  ┃ NA     ┃ NA %    ┃ mean    ┃ sd      ┃ p0       ┃ p25     ┃ p50     ┃ p75     ┃ p100    ┃ hist   ┃  │
│ ┡━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━┩  │
│ │ SK_ID_C │      0 │       0 │  278200 │  102800 │   100000 │  189100 │  278200 │  367100 │  456300 │ ▇▇▇▇▇▇ │  │
│ │ URR     │        │         │         │         │          │         │         │         │         │        │  │
│ │ CNT_CHI │      0 │       0 │  0.4171 │  0.7221 │        0 │       0 │       0 │       1 │      19 │   ▇    │  │
│ │ LDREN   │        │         │         │         │          │         │         │         │         │        │  │
│ │ AMT_INC │      0 │       0 │  168800 │  237100 │    25650 │  112500 │  147200 │  202500 │ 1170000 │   ▇    │  │
│ │ OME_TOT │        │         │         │         │          │         │         │         │      00 │        │  │
│ │ AL      │        │         │         │         │          │         │         │         │         │        │  │
│ │ AMT_CRE │      0 │       0 │  599000 │  402500 │    45000 │  270000 │  513500 │  808600 │ 4050000 │   ▇▃   │  │
│ │ DIT     │        │         │         │         │          │         │         │         │         │        │  │
│ │ AMT_ANN │     12 │ 0.00390 │   27110 │   14490 │     1616 │   16520 │   24900 │   34600 │  258000 │   ▇▁   │  │
│ │ UITY    │        │ 2299429 │         │         │          │         │         │         │         │        │  │
│ │         │        │ 9390914 │         │         │          │         │         │         │         │        │  │
│ │ AMT_GOO │    278 │ 0.09040 │  538400 │  369400 │    40500 │  238500 │  450000 │  679500 │ 4050000 │   ▇▂   │  │
│ │ DS_PRIC │        │ 3270126 │         │         │          │         │         │         │         │        │  │
│ │ E       │        │   92229 │         │         │          │         │         │         │         │        │  │
│ │ REGION_ │      0 │       0 │ 0.02087 │ 0.01383 │  0.00029 │ 0.01001 │ 0.01885 │ 0.02866 │ 0.07251 │ ▇▇▇▁ ▁ │  │
│ │ POPULAT │        │         │         │         │          │         │         │         │         │        │  │
│ │ ION_REL │        │         │         │         │          │         │         │         │         │        │  │
│ │ ATIVE   │        │         │         │         │          │         │         │         │         │        │  │
│ │ DAYS_BI │      0 │       0 │  -16040 │    4364 │   -25230 │  -19680 │  -15750 │  -12410 │   -7489 │ ▃▆▆▇▇▃ │  │
│ │ RTH     │        │         │         │         │          │         │         │         │         │        │  │
│ │ DAYS_EM │      0 │       0 │   63820 │  141300 │   -17910 │   -2760 │   -1213 │    -289 │  365200 │ ▇    ▂ │  │
│ │ PLOYED  │        │         │         │         │          │         │         │         │         │        │  │
│ │ DAYS_RE │      0 │       0 │   -4986 │    3523 │   -24670 │   -7480 │   -4504 │   -2010 │       0 │   ▁▃▆▇ │  │
│ │ GISTRAT │        │         │         │         │          │         │         │         │         │        │  │
│ │ ION     │        │         │         │         │          │         │         │         │         │        │  │
│ │ DAYS_ID │      0 │       0 │   -2994 │    1509 │    -7197 │   -4299 │   -3254 │   -1720 │       0 │  ▂▇▅▅▃ │  │
│ │ _PUBLIS │        │         │         │         │          │         │         │         │         │        │  │
│ │ H       │        │         │         │         │          │         │         │         │         │        │  │
│ │ OWN_CAR │ 202929 │ 65.9908 │   12.06 │   11.94 │        0 │       5 │       9 │      15 │      91 │   ▇▂   │  │
│ │ _AGE    │        │ 1008484 │         │         │          │         │         │         │         │        │  │
│ │         │        │      25 │         │         │          │         │         │         │         │        │  │
│ │ FLAG_MO │      0 │       0 │       1 │ 0.00180 │        0 │       1 │       1 │       1 │       1 │      ▇ │  │
│ │ BIL     │        │         │         │       3 │          │         │         │         │         │        │  │
│ │ FLAG_EM │      0 │       0 │  0.8199 │  0.3843 │        0 │       1 │       1 │       1 │       1 │ ▂    ▇ │  │
│ │ P_PHONE │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_WO │      0 │       0 │  0.1994 │  0.3995 │        0 │       0 │       0 │       0 │       1 │ ▇    ▂ │  │
│ │ RK_PHON │        │         │         │         │          │         │         │         │         │        │  │
│ │ E       │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_CO │      0 │       0 │  0.9981 │ 0.04316 │        0 │       1 │       1 │       1 │       1 │      ▇ │  │
│ │ NT_MOBI │        │         │         │         │          │         │         │         │         │        │  │
│ │ LE      │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_PH │      0 │       0 │  0.2811 │  0.4495 │        0 │       0 │       0 │       1 │       1 │ ▇    ▃ │  │
│ │ ONE     │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_EM │      0 │       0 │ 0.05672 │  0.2313 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ AIL     │        │         │         │         │          │         │         │         │         │        │  │
│ │ CNT_FAM │      2 │ 0.00065 │   2.153 │  0.9107 │        1 │       2 │       2 │       3 │      20 │   ▇    │  │
│ │ _MEMBER │        │ 0383238 │         │         │          │         │         │         │         │        │  │
│ │ S       │        │  323182 │         │         │          │         │         │         │         │        │  │
│ │ REGION_ │      0 │       0 │   2.052 │   0.509 │        1 │       2 │       2 │       2 │       3 │ ▁  ▇ ▂ │  │
│ │ RATING_ │        │         │         │         │          │         │         │         │         │        │  │
│ │ CLIENT  │        │         │         │         │          │         │         │         │         │        │  │
│ │ REGION_ │      0 │       0 │   2.032 │  0.5027 │        1 │       2 │       2 │       2 │       3 │ ▁  ▇ ▂ │  │
│ │ RATING_ │        │         │         │         │          │         │         │         │         │        │  │
│ │ CLIENT_ │        │         │         │         │          │         │         │         │         │        │  │
│ │ W_CITY  │        │         │         │         │          │         │         │         │         │        │  │
│ │ HOUR_AP │      0 │       0 │   12.06 │   3.266 │        0 │      10 │      12 │      14 │      23 │  ▁▇▇▃  │  │
│ │ PR_PROC │        │         │         │         │          │         │         │         │         │        │  │
│ │ ESS_STA │        │         │         │         │          │         │         │         │         │        │  │
│ │ RT      │        │         │         │         │          │         │         │         │         │        │  │
│ │ REG_REG │      0 │       0 │ 0.01514 │  0.1221 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ ION_NOT │        │         │         │         │          │         │         │         │         │        │  │
│ │ _LIVE_R │        │         │         │         │          │         │         │         │         │        │  │
│ │ EGION   │        │         │         │         │          │         │         │         │         │        │  │
│ │ REG_REG │      0 │       0 │ 0.05077 │  0.2195 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ ION_NOT │        │         │         │         │          │         │         │         │         │        │  │
│ │ _WORK_R │        │         │         │         │          │         │         │         │         │        │  │
│ │ EGION   │        │         │         │         │          │         │         │         │         │        │  │
│ │ LIVE_RE │      0 │       0 │ 0.04066 │  0.1975 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ GION_NO │        │         │         │         │          │         │         │         │         │        │  │
│ │ T_WORK_ │        │         │         │         │          │         │         │         │         │        │  │
│ │ REGION  │        │         │         │         │          │         │         │         │         │        │  │
│ │ REG_CIT │      0 │       0 │ 0.07817 │  0.2684 │        0 │       0 │       0 │       0 │       1 │ ▇    ▁ │  │
│ │ Y_NOT_L │        │         │         │         │          │         │         │         │         │        │  │
│ │ IVE_CIT │        │         │         │         │          │         │         │         │         │        │  │
│ │ Y       │        │         │         │         │          │         │         │         │         │        │  │
│ │ REG_CIT │      0 │       0 │  0.2305 │  0.4211 │        0 │       0 │       0 │       0 │       1 │ ▇    ▂ │  │
│ │ Y_NOT_W │        │         │         │         │          │         │         │         │         │        │  │
│ │ ORK_CIT │        │         │         │         │          │         │         │         │         │        │  │
│ │ Y       │        │         │         │         │          │         │         │         │         │        │  │
│ │ LIVE_CI │      0 │       0 │  0.1796 │  0.3838 │        0 │       0 │       0 │       0 │       1 │ ▇    ▂ │  │
│ │ TY_NOT_ │        │         │         │         │          │         │         │         │         │        │  │
│ │ WORK_CI │        │         │         │         │          │         │         │         │         │        │  │
│ │ TY      │        │         │         │         │          │         │         │         │         │        │  │
│ │ EXT_SOU │ 173378 │ 56.3810 │  0.5021 │  0.2111 │  0.01457 │   0.334 │   0.506 │  0.6751 │  0.9627 │ ▂▆▇▇▇▃ │  │
│ │ RCE_1   │        │ 7254699 │         │         │          │         │         │         │         │        │  │
│ │         │        │     832 │         │         │          │         │         │         │         │        │  │
│ │ EXT_SOU │    660 │ 0.21462 │  0.5144 │  0.1911 │ 8.174e-0 │  0.3925 │   0.566 │  0.6636 │   0.855 │ ▁▂▃▅▇▃ │  │
│ │ RCE_2   │        │ 6468646 │         │         │        8 │         │         │         │         │        │  │
│ │         │        │   65003 │         │         │          │         │         │         │         │        │  │
│ │ EXT_SOU │  60965 │ 19.8253 │  0.5109 │  0.1948 │ 0.000527 │  0.3706 │  0.5353 │  0.6691 │   0.896 │ ▁▃▅▇▇▃ │  │
│ │ RCE_3   │        │ 0706218 │         │         │        3 │         │         │         │         │        │  │
│ │         │        │    6393 │         │         │          │         │         │         │         │        │  │
│ │ APARTME │ 156061 │ 50.7497 │  0.1174 │  0.1082 │        0 │  0.0577 │  0.0876 │  0.1485 │       1 │   ▇▂   │  │
│ │ NTS_AVG │        │ 2927797 │         │         │          │         │         │         │         │        │  │
│ │         │        │    7046 │         │         │          │         │         │         │         │        │  │
│ │ BASEMEN │ 179943 │ 58.5159 │ 0.08844 │ 0.08244 │        0 │  0.0442 │  0.0763 │  0.1122 │       1 │   ▇▁   │  │
│ │ TAREA_A │        │ 5552679 │         │         │          │         │         │         │         │        │  │
│ │ VG      │        │    4166 │         │         │          │         │         │         │         │        │  │
│ │ YEARS_B │ 150007 │ 48.7810 │  0.9777 │ 0.05922 │        0 │  0.9767 │  0.9816 │  0.9866 │       1 │      ▇ │  │
│ │ EGINEXP │        │ 1921557 │         │         │          │         │         │         │         │        │  │
│ │ LUATATI │        │    2776 │         │         │          │         │         │         │         │        │  │
│ │ ON_AVG  │        │         │         │         │          │         │         │         │         │        │  │
│ │ YEARS_B │ 204488 │ 66.4977 │  0.7525 │  0.1133 │        0 │  0.6872 │  0.7552 │  0.8232 │       1 │    ▂▇▃ │  │
│ │ UILD_AV │        │ 8381911 │         │         │          │         │         │         │         │        │  │
│ │ G       │        │     541 │         │         │          │         │         │         │         │        │  │
│ │ COMMONA │ 214865 │ 69.8722 │ 0.04462 │ 0.07604 │        0 │  0.0078 │  0.0211 │  0.0515 │       1 │   ▇    │  │
│ │ REA_AVG │        │ 9725115 │         │         │          │         │         │         │         │        │  │
│ │         │        │     525 │         │         │          │         │         │         │         │        │  │
│ │ ELEVATO │ 163891 │ 53.2959 │ 0.07894 │  0.1346 │        0 │       0 │       0 │    0.12 │       1 │   ▇▁   │  │
│ │ RS_AVG  │        │ 7965601 │         │         │          │         │         │         │         │        │  │
│ │         │        │     231 │         │         │          │         │         │         │         │        │  │
│ │ ENTRANC │ 154828 │ 50.3487 │  0.1497 │     0.1 │        0 │   0.069 │  0.1379 │  0.2069 │       1 │   ▇▃   │  │
│ │ ES_AVG  │        │ 6801155 │         │         │          │         │         │         │         │        │  │
│ │         │        │     081 │         │         │          │         │         │         │         │        │  │
│ │ FLOORSM │ 153020 │ 49.7608 │  0.2263 │  0.1446 │        0 │  0.1667 │  0.1667 │  0.3333 │       1 │  ▃▇▁   │  │
│ │ AX_AVG  │        │ 2156410 │         │         │          │         │         │         │         │        │  │
│ │         │        │     665 │         │         │          │         │         │         │         │        │  │
│ │ FLOORSM │ 208642 │ 67.8486 │  0.2319 │  0.1614 │        0 │  0.0833 │  0.2083 │   0.375 │       1 │ ▆▇▅▁▁  │  │
│ │ IN_AVG  │        │ 2980511 │         │         │          │         │         │         │         │        │  │
│ │         │        │     267 │         │         │          │         │         │         │         │        │  │
│ │ LANDARE │ 182590 │ 59.3767 │ 0.06633 │ 0.08118 │        0 │  0.0187 │  0.0481 │  0.0856 │       1 │   ▇    │  │
│ │ A_AVG   │        │ 3774271 │         │         │          │         │         │         │         │        │  │
│ │         │        │    4894 │         │         │          │         │         │         │         │        │  │
│ │ LIVINGA │ 210199 │ 68.3549 │  0.1008 │ 0.09258 │        0 │  0.0504 │  0.0756 │   0.121 │       1 │   ▇▁   │  │
│ │ PARTMEN │        │ 5315614 │         │         │          │         │         │         │         │        │  │
│ │ TS_AVG  │        │     726 │         │         │          │         │         │         │         │        │  │
│ │ LIVINGA │ 154350 │ 50.1933 │  0.1074 │  0.1106 │        0 │  0.0453 │  0.0745 │  0.1299 │       1 │   ▇▁   │  │
│ │ REA_AVG │        │ 2641759 │         │         │          │         │         │         │         │        │  │
│ │         │        │    1564 │         │         │          │         │         │         │         │        │  │
│ │ NONLIVI │ 213514 │ 69.4329 │ 0.00880 │ 0.04773 │        0 │       0 │       0 │  0.0039 │       1 │   ▇    │  │
│ │ NGAPART │        │ 6337366 │       9 │         │          │         │         │         │         │        │  │
│ │ MENTS_A │        │     793 │         │         │          │         │         │         │         │        │  │
│ │ VG      │        │         │         │         │          │         │         │         │         │        │  │
│ │ NONLIVI │ 169682 │ 55.1791 │ 0.02836 │ 0.06952 │        0 │       0 │  0.0036 │  0.0277 │       1 │   ▇    │  │
│ │ NGAREA_ │        │ 6432257 │         │         │          │         │         │         │         │        │  │
│ │ AVG     │        │     708 │         │         │          │         │         │         │         │        │  │
│ │ APARTME │ 156061 │ 50.7497 │  0.1142 │  0.1079 │        0 │  0.0525 │   0.084 │  0.1439 │       1 │   ▇▁   │  │
│ │ NTS_MOD │        │ 2927797 │         │         │          │         │         │         │         │        │  │
│ │ E       │        │    7046 │         │         │          │         │         │         │         │        │  │
│ │ BASEMEN │ 179943 │ 58.5159 │ 0.08754 │ 0.08431 │        0 │  0.0407 │  0.0746 │  0.1124 │       1 │   ▇▁   │  │
│ │ TAREA_M │        │ 5552679 │         │         │          │         │         │         │         │        │  │
│ │ ODE     │        │    4166 │         │         │          │         │         │         │         │        │  │
│ │ YEARS_B │ 150007 │ 48.7810 │  0.9771 │ 0.06458 │        0 │  0.9767 │  0.9816 │  0.9866 │       1 │      ▇ │  │
│ │ EGINEXP │        │ 1921557 │         │         │          │         │         │         │         │        │  │
│ │ LUATATI │        │    2776 │         │         │          │         │         │         │         │        │  │
│ │ ON_MODE │        │         │         │         │          │         │         │         │         │        │  │
│ │ YEARS_B │ 204488 │ 66.4977 │  0.7596 │  0.1101 │        0 │  0.6994 │  0.7648 │  0.8236 │       1 │    ▂▇▃ │  │
│ │ UILD_MO │        │ 8381911 │         │         │          │         │         │         │         │        │  │
│ │ DE      │        │     541 │         │         │          │         │         │         │         │        │  │
│ │ COMMONA │ 214865 │ 69.8722 │ 0.04255 │ 0.07444 │        0 │  0.0072 │   0.019 │   0.049 │       1 │   ▇    │  │
│ │ REA_MOD │        │ 9725115 │         │         │          │         │         │         │         │        │  │
│ │ E       │        │     525 │         │         │          │         │         │         │         │        │  │
│ │ ELEVATO │ 163891 │ 53.2959 │ 0.07449 │  0.1323 │        0 │       0 │       0 │  0.1208 │       1 │   ▇▁   │  │
│ │ RS_MODE │        │ 7965601 │         │         │          │         │         │         │         │        │  │
│ │         │        │     231 │         │         │          │         │         │         │         │        │  │
│ │ ENTRANC │ 154828 │ 50.3487 │  0.1452 │   0.101 │        0 │   0.069 │  0.1379 │  0.2069 │       1 │   ▇▃   │  │
│ │ ES_MODE │        │ 6801155 │         │         │          │         │         │         │         │        │  │
│ │         │        │     081 │         │         │          │         │         │         │         │        │  │
│ │ FLOORSM │ 153020 │ 49.7608 │  0.2223 │  0.1437 │        0 │  0.1667 │  0.1667 │  0.3333 │       1 │  ▃▇▁   │  │
│ │ AX_MODE │        │ 2156410 │         │         │          │         │         │         │         │        │  │
│ │         │        │     665 │         │         │          │         │         │         │         │        │  │
│ │ FLOORSM │ 208642 │ 67.8486 │  0.2281 │  0.1612 │        0 │  0.0833 │  0.2083 │   0.375 │       1 │ ▆▇▅▁▁  │  │
│ │ IN_MODE │        │ 2980511 │         │         │          │         │         │         │         │        │  │
│ │         │        │     267 │         │         │          │         │         │         │         │        │  │
│ │ LANDARE │ 182590 │ 59.3767 │ 0.06496 │ 0.08175 │        0 │  0.0166 │  0.0458 │  0.0841 │       1 │   ▇    │  │
│ │ A_MODE  │        │ 3774271 │         │         │          │         │         │         │         │        │  │
│ │         │        │    4894 │         │         │          │         │         │         │         │        │  │
│ │ LIVINGA │ 210199 │ 68.3549 │  0.1056 │ 0.09788 │        0 │  0.0542 │  0.0771 │  0.1313 │       1 │   ▇▁   │  │
│ │ PARTMEN │        │ 5315614 │         │         │          │         │         │         │         │        │  │
│ │ TS_MODE │        │     726 │         │         │          │         │         │         │         │        │  │
│ │ LIVINGA │ 154350 │ 50.1933 │   0.106 │  0.1118 │        0 │  0.0427 │  0.0731 │  0.1252 │       1 │   ▇▁   │  │
│ │ REA_MOD │        │ 2641759 │         │         │          │         │         │         │         │        │  │
│ │ E       │        │    1564 │         │         │          │         │         │         │         │        │  │
│ │ NONLIVI │ 213514 │ 69.4329 │ 0.00807 │ 0.04628 │        0 │       0 │       0 │  0.0039 │       1 │   ▇    │  │
│ │ NGAPART │        │ 6337366 │       6 │         │          │         │         │         │         │        │  │
│ │ MENTS_M │        │     793 │         │         │          │         │         │         │         │        │  │
│ │ ODE     │        │         │         │         │          │         │         │         │         │        │  │
│ │ NONLIVI │ 169682 │ 55.1791 │ 0.02702 │ 0.07025 │        0 │       0 │  0.0011 │  0.0231 │       1 │   ▇    │  │
│ │ NGAREA_ │        │ 6432257 │         │         │          │         │         │         │         │        │  │
│ │ MODE    │        │     708 │         │         │          │         │         │         │         │        │  │
│ │ APARTME │ 156061 │ 50.7497 │  0.1178 │  0.1091 │        0 │  0.0583 │  0.0864 │  0.1489 │       1 │   ▇▁   │  │
│ │ NTS_MED │        │ 2927797 │         │         │          │         │         │         │         │        │  │
│ │ I       │        │    7046 │         │         │          │         │         │         │         │        │  │
│ │ BASEMEN │ 179943 │ 58.5159 │ 0.08795 │ 0.08218 │        0 │  0.0437 │  0.0758 │  0.1116 │       1 │   ▇▁   │  │
│ │ TAREA_M │        │ 5552679 │         │         │          │         │         │         │         │        │  │
│ │ EDI     │        │    4166 │         │         │          │         │         │         │         │        │  │
│ │ YEARS_B │ 150007 │ 48.7810 │  0.9778 │  0.0599 │        0 │  0.9767 │  0.9816 │  0.9866 │       1 │      ▇ │  │
│ │ EGINEXP │        │ 1921557 │         │         │          │         │         │         │         │        │  │
│ │ LUATATI │        │    2776 │         │         │          │         │         │         │         │        │  │
│ │ ON_MEDI │        │         │         │         │          │         │         │         │         │        │  │
│ │ YEARS_B │ 204488 │ 66.4977 │  0.7557 │  0.1121 │        0 │  0.6914 │  0.7585 │  0.8256 │       1 │    ▂▇▃ │  │
│ │ UILD_ME │        │ 8381911 │         │         │          │         │         │         │         │        │  │
│ │ DI      │        │     541 │         │         │          │         │         │         │         │        │  │
│ │ COMMONA │ 214865 │ 69.8722 │  0.0446 │ 0.07614 │        0 │  0.0079 │  0.0208 │  0.0513 │       1 │   ▇    │  │
│ │ REA_MED │        │ 9725115 │         │         │          │         │         │         │         │        │  │
│ │ I       │        │     525 │         │         │          │         │         │         │         │        │  │
│ │ ELEVATO │ 163891 │ 53.2959 │ 0.07808 │  0.1345 │        0 │       0 │       0 │    0.12 │       1 │   ▇▁   │  │
│ │ RS_MEDI │        │ 7965601 │         │         │          │         │         │         │         │        │  │
│ │         │        │     231 │         │         │          │         │         │         │         │        │  │
│ │ ENTRANC │ 154828 │ 50.3487 │  0.1492 │  0.1004 │        0 │   0.069 │  0.1379 │  0.2069 │       1 │   ▇▃   │  │
│ │ ES_MEDI │        │ 6801155 │         │         │          │         │         │         │         │        │  │
│ │         │        │     081 │         │         │          │         │         │         │         │        │  │
│ │ FLOORSM │ 153020 │ 49.7608 │  0.2259 │  0.1451 │        0 │  0.1667 │  0.1667 │  0.3333 │       1 │  ▃▇▁   │  │
│ │ AX_MEDI │        │ 2156410 │         │         │          │         │         │         │         │        │  │
│ │         │        │     665 │         │         │          │         │         │         │         │        │  │
│ │ FLOORSM │ 208642 │ 67.8486 │  0.2316 │  0.1619 │        0 │  0.0833 │  0.2083 │   0.375 │       1 │ ▆▇▅▁▁  │  │
│ │ IN_MEDI │        │ 2980511 │         │         │          │         │         │         │         │        │  │
│ │         │        │     267 │         │         │          │         │         │         │         │        │  │
│ │ LANDARE │ 182590 │ 59.3767 │ 0.06717 │ 0.08217 │        0 │  0.0187 │  0.0487 │  0.0868 │       1 │   ▇    │  │
│ │ A_MEDI  │        │ 3774271 │         │         │          │         │         │         │         │        │  │
│ │         │        │    4894 │         │         │          │         │         │         │         │        │  │
│ │ LIVINGA │ 210199 │ 68.3549 │   0.102 │ 0.09364 │        0 │  0.0513 │  0.0761 │  0.1231 │       1 │   ▇▁   │  │
│ │ PARTMEN │        │ 5315614 │         │         │          │         │         │         │         │        │  │
│ │ TS_MEDI │        │     726 │         │         │          │         │         │         │         │        │  │
│ │ LIVINGA │ 154350 │ 50.1933 │  0.1086 │  0.1123 │        0 │  0.0457 │  0.0749 │  0.1303 │       1 │   ▇▁   │  │
│ │ REA_MED │        │ 2641759 │         │         │          │         │         │         │         │        │  │
│ │ I       │        │    1564 │         │         │          │         │         │         │         │        │  │
│ │ NONLIVI │ 213514 │ 69.4329 │ 0.00865 │ 0.04741 │        0 │       0 │       0 │  0.0039 │       1 │   ▇    │  │
│ │ NGAPART │        │ 6337366 │       1 │         │          │         │         │         │         │        │  │
│ │ MENTS_M │        │     793 │         │         │          │         │         │         │         │        │  │
│ │ EDI     │        │         │         │         │          │         │         │         │         │        │  │
│ │ NONLIVI │ 169682 │ 55.1791 │ 0.02824 │ 0.07017 │        0 │       0 │  0.0031 │  0.0266 │       1 │   ▇    │  │
│ │ NGAREA_ │        │ 6432257 │         │         │          │         │         │         │         │        │  │
│ │ MEDI    │        │     708 │         │         │          │         │         │         │         │        │  │
│ │ TOTALAR │ 148431 │ 48.2685 │  0.1025 │  0.1075 │        0 │  0.0412 │  0.0688 │  0.1276 │       1 │   ▇▁   │  │
│ │ EA_MODE │        │ 1722377 │         │         │          │         │         │         │         │        │  │
│ │         │        │     411 │         │         │          │         │         │         │         │        │  │
│ │ OBS_30_ │   1021 │ 0.33202 │   1.422 │   2.401 │        0 │       0 │       0 │       2 │     348 │   ▇    │  │
│ │ CNT_SOC │        │ 0643163 │         │         │          │         │         │         │         │        │  │
│ │ IAL_CIR │        │    9844 │         │         │          │         │         │         │         │        │  │
│ │ CLE     │        │         │         │         │          │         │         │         │         │        │  │
│ │ DEF_30_ │   1021 │ 0.33202 │  0.1434 │  0.4467 │        0 │       0 │       0 │       0 │      34 │   ▇    │  │
│ │ CNT_SOC │        │ 0643163 │         │         │          │         │         │         │         │        │  │
│ │ IAL_CIR │        │    9844 │         │         │          │         │         │         │         │        │  │
│ │ CLE     │        │         │         │         │          │         │         │         │         │        │  │
│ │ OBS_60_ │   1021 │ 0.33202 │   1.405 │    2.38 │        0 │       0 │       0 │       2 │     344 │   ▇    │  │
│ │ CNT_SOC │        │ 0643163 │         │         │          │         │         │         │         │        │  │
│ │ IAL_CIR │        │    9844 │         │         │          │         │         │         │         │        │  │
│ │ CLE     │        │         │         │         │          │         │         │         │         │        │  │
│ │ DEF_60_ │   1021 │ 0.33202 │     0.1 │  0.3623 │        0 │       0 │       0 │       0 │      24 │   ▇    │  │
│ │ CNT_SOC │        │ 0643163 │         │         │          │         │         │         │         │        │  │
│ │ IAL_CIR │        │    9844 │         │         │          │         │         │         │         │        │  │
│ │ CLE     │        │         │         │         │          │         │         │         │         │        │  │
│ │ DAYS_LA │      1 │ 0.00032 │  -962.9 │   826.8 │    -4292 │   -1570 │    -757 │    -274 │       0 │   ▁▃▃▇ │  │
│ │ ST_PHON │        │ 5191619 │         │         │          │         │         │         │         │        │  │
│ │ E_CHANG │        │  161591 │         │         │          │         │         │         │         │        │  │
│ │ E       │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 4.227e- │ 0.00650 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │        │         │      05 │       2 │          │         │         │         │         │        │  │
│ │ 2       │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │    0.71 │  0.4538 │        0 │       0 │       1 │       1 │       1 │ ▃    ▇ │  │
│ │ CUMENT_ │        │         │         │         │          │         │         │         │         │        │  │
│ │ 3       │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 8.13e-0 │ 0.00901 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │        │         │       5 │       6 │          │         │         │         │         │        │  │
│ │ 4       │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 0.01511 │   0.122 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │        │         │         │         │          │         │         │         │         │        │  │
│ │ 5       │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 0.08806 │  0.2834 │        0 │       0 │       0 │       0 │       1 │ ▇    ▁ │  │
│ │ CUMENT_ │        │         │         │         │          │         │         │         │         │        │  │
│ │ 6       │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 0.00019 │ 0.01385 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │        │         │      19 │         │          │         │         │         │         │        │  │
│ │ 7       │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 0.08138 │  0.2734 │        0 │       0 │       0 │       0 │       1 │ ▇    ▁ │  │
│ │ CUMENT_ │        │         │         │         │          │         │         │         │         │        │  │
│ │ 8       │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 0.00389 │ 0.06229 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │        │         │       6 │         │          │         │         │         │         │        │  │
│ │ 9       │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 2.276e- │ 0.00477 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │        │         │      05 │       1 │          │         │         │         │         │        │  │
│ │ 10      │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 0.00391 │ 0.06242 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │        │         │       2 │         │          │         │         │         │         │        │  │
│ │ 11      │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 6.504e- │ 0.00255 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │        │         │      06 │         │          │         │         │         │         │        │  │
│ │ 12      │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 0.00352 │ 0.05927 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │        │         │       5 │         │          │         │         │         │         │        │  │
│ │ 13      │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 0.00293 │ 0.05411 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │        │         │       6 │         │          │         │         │         │         │        │  │
│ │ 14      │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 0.00121 │ 0.03476 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │        │         │         │         │          │         │         │         │         │        │  │
│ │ 15      │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 0.00992 │ 0.09914 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │        │         │       8 │         │          │         │         │         │         │        │  │
│ │ 16      │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 0.00026 │ 0.01633 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │        │         │      67 │         │          │         │         │         │         │        │  │
│ │ 17      │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 0.00813 │  0.0898 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │        │         │         │         │          │         │         │         │         │        │  │
│ │ 18      │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 0.00059 │ 0.02439 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │        │         │      51 │         │          │         │         │         │         │        │  │
│ │ 19      │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 0.00050 │ 0.02252 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │        │         │      73 │         │          │         │         │         │         │        │  │
│ │ 20      │        │         │         │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │      0 │       0 │ 0.00033 │  0.0183 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │        │         │      49 │         │          │         │         │         │         │        │  │
│ │ 21      │        │         │         │         │          │         │         │         │         │        │  │
│ │ AMT_REQ │  41519 │ 13.5016 │ 0.00640 │ 0.08385 │        0 │       0 │       0 │       0 │       4 │   ▇    │  │
│ │ _CREDIT │        │ 3083597 │       2 │         │          │         │         │         │         │        │  │
│ │ _BUREAU │        │    0095 │         │         │          │         │         │         │         │        │  │
│ │ _HOUR   │        │         │         │         │          │         │         │         │         │        │  │
│ │ AMT_REQ │  41519 │ 13.5016 │   0.007 │  0.1108 │        0 │       0 │       0 │       0 │       9 │   ▇    │  │
│ │ _CREDIT │        │ 3083597 │         │         │          │         │         │         │         │        │  │
│ │ _BUREAU │        │    0095 │         │         │          │         │         │         │         │        │  │
│ │ _DAY    │        │         │         │         │          │         │         │         │         │        │  │
│ │ AMT_REQ │  41519 │ 13.5016 │ 0.03436 │  0.2047 │        0 │       0 │       0 │       0 │       8 │   ▇    │  │
│ │ _CREDIT │        │ 3083597 │         │         │          │         │         │         │         │        │  │
│ │ _BUREAU │        │    0095 │         │         │          │         │         │         │         │        │  │
│ │ _WEEK   │        │         │         │         │          │         │         │         │         │        │  │
│ │ AMT_REQ │  41519 │ 13.5016 │  0.2674 │   0.916 │        0 │       0 │       0 │       0 │      27 │   ▇    │  │
│ │ _CREDIT │        │ 3083597 │         │         │          │         │         │         │         │        │  │
│ │ _BUREAU │        │    0095 │         │         │          │         │         │         │         │        │  │
│ │ _MON    │        │         │         │         │          │         │         │         │         │        │  │
│ │ AMT_REQ │  41519 │ 13.5016 │  0.2655 │  0.7941 │        0 │       0 │       0 │       0 │     261 │   ▇    │  │
│ │ _CREDIT │        │ 3083597 │         │         │          │         │         │         │         │        │  │
│ │ _BUREAU │        │    0095 │         │         │          │         │         │         │         │        │  │
│ │ _QRT    │        │         │         │         │          │         │         │         │         │        │  │
│ │ AMT_REQ │  41519 │ 13.5016 │     1.9 │   1.869 │        0 │       0 │       1 │       3 │      25 │   ▇▁   │  │
│ │ _CREDIT │        │ 3083597 │         │         │          │         │         │         │         │        │  │
│ │ _BUREAU │        │    0095 │         │         │          │         │         │         │         │        │  │
│ │ _YEAR   │        │         │         │         │          │         │         │         │         │        │  │
│ │ PREV_SK │  16454 │ 5.35070 │ 1916000 │  334200 │  1000000 │ 1721000 │ 1919000 │ 2113000 │ 2844000 │ ▁▃▇▇▃▁ │  │
│ │ _ID_PRE │        │ 2901684 │         │         │          │         │         │         │         │        │  │
│ │ V_MEAN  │        │    8175 │         │         │          │         │         │         │         │        │  │
│ │ PREV_AM │  16871 │ 5.48630 │   14530 │   10010 │        0 │    7836 │   11980 │   18330 │  300400 │   ▇    │  │
│ │ T_ANNUI │        │ 7806875 │         │         │          │         │         │         │         │        │  │
│ │ TY_MEAN │        │     201 │         │         │          │         │         │         │         │        │  │
│ │ PREV_AM │  16454 │ 5.35070 │  154000 │  153300 │        0 │   61930 │  106000 │  191200 │ 4050000 │   ▇    │  │
│ │ T_APPLI │        │ 2901684 │         │         │          │         │         │         │         │        │  │
│ │ CATION_ │        │    8175 │         │         │          │         │         │         │         │        │  │
│ │ MEAN    │        │         │         │         │          │         │         │         │         │        │  │
│ │ PREV_AM │  16454 │ 5.35070 │  170100 │  165700 │        0 │   66850 │  117400 │  216100 │ 4050000 │   ▇    │  │
│ │ T_CREDI │        │ 2901684 │         │         │          │         │         │         │         │        │  │
│ │ T_MEAN  │        │    8175 │         │         │          │         │         │         │         │        │  │
│ │ PREV_AM │  33906 │ 11.0259 │    7081 │   18420 │   -0.225 │       0 │    3375 │    8282 │ 2025000 │   ▇    │  │
│ │ T_DOWN_ │        │ 4703929 │         │         │          │         │         │         │         │        │  │
│ │ PAYMENT │        │    2904 │         │         │          │         │         │         │         │        │  │
│ │ _MEAN   │        │         │         │         │          │         │         │         │         │        │  │
│ │ PREV_AM │  17429 │ 5.66776 │  193900 │  192600 │        0 │   73560 │  128600 │  244900 │ 4050000 │   ▇    │  │
│ │ T_GOODS │        │ 4730367 │         │         │          │         │         │         │         │        │  │
│ │ _PRICE_ │        │     369 │         │         │          │         │         │         │         │        │  │
│ │ MEAN    │        │         │         │         │          │         │         │         │         │        │  │
│ │ PREV_HO │  16454 │ 5.35070 │   12.66 │   2.776 │        0 │      11 │   12.75 │    14.5 │      23 │  ▁▅▇▂  │  │
│ │ UR_APPR │        │ 2901684 │         │         │          │         │         │         │         │        │  │
│ │ _PROCES │        │    8175 │         │         │          │         │         │         │         │        │  │
│ │ S_START │        │         │         │         │          │         │         │         │         │        │  │
│ │ _MEAN   │        │         │         │         │          │         │         │         │         │        │  │
│ │ PREV_NF │  16454 │ 5.35070 │  0.9976 │ 0.02521 │        0 │       1 │       1 │       1 │       1 │      ▇ │  │
│ │ LAG_LAS │        │ 2901684 │         │         │          │         │         │         │         │        │  │
│ │ T_APPL_ │        │    8175 │         │         │          │         │         │         │         │        │  │
│ │ IN_DAY_ │        │         │         │         │          │         │         │         │         │        │  │
│ │ MEAN    │        │         │         │         │          │         │         │         │         │        │  │
│ │ PREV_RA │  33906 │ 11.0259 │ 0.08192 │ 0.08952 │ -7.489e- │       0 │ 0.06631 │  0.1089 │  0.9897 │   ▇▁   │  │
│ │ TE_DOWN │        │ 4703929 │         │         │       06 │         │         │         │         │        │  │
│ │ _PAYMEN │        │    2904 │         │         │          │         │         │         │         │        │  │
│ │ T_MEAN  │        │         │         │         │          │         │         │         │         │        │  │
│ │ PREV_RA │ 302902 │ 98.5011 │  0.1898 │ 0.09171 │  0.03478 │  0.1607 │  0.1891 │  0.1933 │       1 │   ▇▁   │  │
│ │ TE_INTE │        │ 9182728 │         │         │          │         │         │         │         │        │  │
│ │ REST_PR │        │     423 │         │         │          │         │         │         │         │        │  │
│ │ IMARY_M │        │         │         │         │          │         │         │         │         │        │  │
│ │ EAN     │        │         │         │         │          │         │         │         │         │        │  │
│ │ PREV_RA │ 302902 │ 98.5011 │  0.7711 │  0.1001 │   0.3732 │  0.7156 │  0.8351 │  0.8525 │       1 │   ▃▃▇  │  │
│ │ TE_INTE │        │ 9182728 │         │         │          │         │         │         │         │        │  │
│ │ REST_PR │        │     423 │         │         │          │         │         │         │         │        │  │
│ │ IVILEGE │        │         │         │         │          │         │         │         │         │        │  │
│ │ D_MEAN  │        │         │         │         │          │         │         │         │         │        │  │
│ │ PREV_DA │  16454 │ 5.35070 │  -919.6 │   577.8 │    -2922 │   -1247 │    -789 │  -466.8 │      -2 │ ▁▁▂▅▇▆ │  │
│ │ YS_DECI │        │ 2901684 │         │         │          │         │         │         │         │        │  │
│ │ SION_ME │        │    8175 │         │         │          │         │         │         │         │        │  │
│ │ AN      │        │         │         │         │          │         │         │         │         │        │  │
│ │ PREV_SE │  16454 │ 5.35070 │   413.1 │   10720 │       -1 │      23 │      79 │     350 │ 4000000 │   ▇    │  │
│ │ LLERPLA │        │ 2901684 │         │         │          │         │         │         │         │        │  │
│ │ CE_AREA │        │    8175 │         │         │          │         │         │         │         │        │  │
│ │ _MEAN   │        │         │         │         │          │         │         │         │         │        │  │
│ │ PREV_CN │  16869 │ 5.48565 │   14.53 │    8.42 │        0 │       9 │      12 │      18 │      72 │  ▇▇▂   │  │
│ │ T_PAYME │        │ 7423636 │         │         │          │         │         │         │         │        │  │
│ │ NT_MEAN │        │     878 │         │         │          │         │         │         │         │        │  │
│ │ PREV_DA │  17751 │ 5.77247 │  343100 │   55560 │    -2922 │  365200 │  365200 │  365200 │  365200 │     ▁▇ │  │
│ │ YS_FIRS │        │ 6431737 │         │         │          │         │         │         │         │        │  │
│ │ T_DRAWI │        │    4015 │         │         │          │         │         │         │         │        │  │
│ │ NG_MEAN │        │         │         │         │          │         │         │         │         │        │  │
│ │ PREV_DA │  17751 │ 5.77247 │   11460 │   39650 │    -2891 │   -1344 │    -831 │  -404.3 │  365200 │   ▇    │  │
│ │ YS_FIRS │        │ 6431737 │         │         │          │         │         │         │         │        │  │
│ │ T_DUE_M │        │    4015 │         │         │          │         │         │         │         │        │  │
│ │ EAN     │        │         │         │         │          │         │         │         │         │        │  │
│ │ PREV_DA │  17751 │ 5.77247 │   30510 │   61240 │    -2798 │  -796.8 │    -208 │   51270 │  365200 │  ▇▁▁▁  │  │
│ │ YS_LAST │        │ 6431737 │         │         │          │         │         │         │         │        │  │
│ │ _DUE_1S │        │    4015 │         │         │          │         │         │         │         │        │  │
│ │ T_VERSI │        │         │         │         │          │         │         │         │         │        │  │
│ │ ON_MEAN │        │         │         │         │          │         │         │         │         │        │  │
│ │ PREV_DA │  17751 │ 5.77247 │   80720 │  107800 │    -2883 │    -838 │     -53 │  121600 │  365200 │ ▇▂▂▂ ▁ │  │
│ │ YS_LAST │        │ 6431737 │         │         │          │         │         │         │         │        │  │
│ │ _DUE_ME │        │    4015 │         │         │          │         │         │         │         │        │  │
│ │ AN      │        │         │         │         │          │         │         │         │         │        │  │
│ │ PREV_DA │  17751 │ 5.77247 │   87260 │  110200 │    -2852 │    -737 │   51050 │  145800 │  365200 │ ▇▂▂▂▁▁ │  │
│ │ YS_TERM │        │ 6431737 │         │         │          │         │         │         │         │        │  │
│ │ INATION │        │    4015 │         │         │          │         │         │         │         │        │  │
│ │ _MEAN   │        │         │         │         │          │         │         │         │         │        │  │
│ │ PREV_NF │  17751 │ 5.77247 │  0.2778 │  0.3176 │        0 │       0 │     0.2 │     0.5 │       1 │ ▇▁▂▃▁▁ │  │
│ │ LAG_INS │        │ 6431737 │         │         │          │         │         │         │         │        │  │
│ │ URED_ON │        │    4015 │         │         │          │         │         │         │         │        │  │
│ │ _APPROV │        │         │         │         │          │         │         │         │         │        │  │
│ │ AL_MEAN │        │         │         │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │  44020 │ 14.3149 │ 5891000 │  532200 │  5000000 │ 5424000 │ 5854000 │ 6361000 │ 6843000 │ ▇▇▇▆▇▇ │  │
│ │ SK_ID_B │        │ 3507549 │         │         │          │         │         │         │         │        │  │
│ │ UREAU_M │        │    3235 │         │         │          │         │         │         │         │        │  │
│ │ EAN     │        │         │         │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │  44020 │ 14.3149 │   -1083 │   563.3 │    -2922 │   -1434 │   -1051 │  -663.8 │       0 │ ▁▁▅▇▇▃ │  │
│ │ DAYS_CR │        │ 3507549 │         │         │          │         │         │         │         │        │  │
│ │ EDIT_ME │        │    3235 │         │         │          │         │         │         │         │        │  │
│ │ AN      │        │         │         │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │  44020 │ 14.3149 │   1.036 │   25.83 │        0 │       0 │       0 │       0 │    2776 │   ▇    │  │
│ │ CREDIT_ │        │ 3507549 │         │         │          │         │         │         │         │        │  │
│ │ DAY_OVE │        │    3235 │         │         │          │         │         │         │         │        │  │
│ │ RDUE_ME │        │         │         │         │          │         │         │         │         │        │  │
│ │ AN      │        │         │         │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │  46269 │ 15.0462 │   651.8 │    3282 │   -41880 │  -703.5 │  -135.6 │   602.5 │   31200 │     ▇  │  │
│ │ DAYS_CR │        │ 9102698 │         │         │          │         │         │         │         │        │  │
│ │ EDIT_EN │        │    7653 │         │         │          │         │         │         │         │        │  │
│ │ DDATE_M │        │         │         │         │          │         │         │         │         │        │  │
│ │ EAN     │        │         │         │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │  77156 │ 25.0904 │  -970.3 │   535.6 │    -8376 │   -1296 │  -928.4 │    -572 │       0 │     ▂▇ │  │
│ │ DAYS_EN │        │ 8456803 │         │         │          │         │         │         │         │        │  │
│ │ DDATE_F │        │    1712 │         │         │          │         │         │         │         │        │  │
│ │ ACT_MEA │        │         │         │         │          │         │         │         │         │        │  │
│ │ N       │        │         │         │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │ 123625 │ 40.2018 │    5242 │  306400 │        0 │       0 │       0 │    2124 │ 1160000 │   ▇    │  │
│ │ AMT_CRE │        │ 1391885 │         │         │          │         │         │         │      00 │        │  │
│ │ DIT_MAX │        │    1684 │         │         │          │         │         │         │         │        │  │
│ │ _OVERDU │        │         │         │         │          │         │         │         │         │        │  │
│ │ E_MEAN  │        │         │         │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │  44020 │ 14.3149 │ 0.00791 │ 0.06648 │        0 │       0 │       0 │       0 │       6 │   ▇    │  │
│ │ CNT_CRE │        │ 3507549 │       9 │         │          │         │         │         │         │        │  │
│ │ DIT_PRO │        │    3235 │         │         │          │         │         │         │         │        │  │
│ │ LONG_ME │        │         │         │         │          │         │         │         │         │        │  │
│ │ AN      │        │         │         │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │  44021 │ 14.3152 │  378100 │  891700 │        0 │  103500 │  195500 │  394100 │ 1981000 │   ▇    │  │
│ │ AMT_CRE │        │ 6026711 │         │         │          │         │         │         │      00 │        │  │
│ │ DIT_SUM │        │    2397 │         │         │          │         │         │         │         │        │  │
│ │ _MEAN   │        │         │         │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │  51380 │ 16.7083 │  160400 │  526700 │ -1084000 │       0 │   44210 │  142100 │ 4365000 │   ▇    │  │
│ │ AMT_CRE │        │ 4539252 │         │         │          │         │         │         │       0 │        │  │
│ │ DIT_SUM │        │    2546 │         │         │          │         │         │         │         │        │  │
│ │ _DEBT_M │        │         │         │         │          │         │         │         │         │        │  │
│ │ EAN     │        │         │         │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │  65069 │ 21.1598 │    5901 │   30090 │   -97890 │       0 │       0 │       0 │ 4500000 │   ▇    │  │
│ │ AMT_CRE │        │ 9346722 │         │         │          │         │         │         │         │        │  │
│ │ DIT_SUM │        │     556 │         │         │          │         │         │         │         │        │  │
│ │ _LIMIT_ │        │         │         │         │          │         │         │         │         │        │  │
│ │ MEAN    │        │         │         │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │  44020 │ 14.3149 │   49.55 │    5292 │        0 │       0 │       0 │       0 │ 1617000 │   ▇    │  │
│ │ AMT_CRE │        │ 3507549 │         │         │          │         │         │         │         │        │  │
│ │ DIT_SUM │        │    3235 │         │         │          │         │         │         │         │        │  │
│ │ _OVERDU │        │         │         │         │          │         │         │         │         │        │  │
│ │ E_MEAN  │        │         │         │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │  44020 │ 14.3149 │  -546.6 │   453.7 │   -41890 │    -779 │  -481.8 │  -208.4 │      14 │      ▇ │  │
│ │ DAYS_CR │        │ 3507549 │         │         │          │         │         │         │         │        │  │
│ │ EDIT_UP │        │    3235 │         │         │          │         │         │         │         │        │  │
│ │ DATE_ME │        │         │         │         │          │         │         │         │         │        │  │
│ │ AN      │        │         │         │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │ 227502 │ 73.9817 │   16050 │  170500 │        0 │   242.8 │    6494 │   15150 │ 2728000 │   ▇    │  │
│ │ AMT_ANN │        │ 4374250 │         │         │          │         │         │         │       0 │        │  │
│ │ UITY_ME │        │     027 │         │         │          │         │         │         │         │        │  │
│ │ AN      │        │         │         │         │          │         │         │         │         │        │  │
│ │ INSTALL │  15868 │ 5.16014 │ 1903000 │  413300 │  1000000 │ 1602000 │ 1900000 │ 2199000 │ 2843000 │ ▃▅▇▇▅▂ │  │
│ │ _SK_ID_ │        │ 0612856 │         │         │          │         │         │         │         │        │  │
│ │ PREV_ME │        │     125 │         │         │          │         │         │         │         │        │  │
│ │ AN      │        │         │         │         │          │         │         │         │         │        │  │
│ │ INSTALL │  15868 │ 5.16014 │   1.042 │  0.6021 │        0 │       1 │   1.017 │   1.111 │      39 │   ▇    │  │
│ │ _NUM_IN │        │ 0612856 │         │         │          │         │         │         │         │        │  │
│ │ STALMEN │        │     125 │         │         │          │         │         │         │         │        │  │
│ │ T_VERSI │        │         │         │         │          │         │         │         │         │        │  │
│ │ ON_MEAN │        │         │         │         │          │         │         │         │         │        │  │
│ │ INSTALL │  15868 │ 5.16014 │   9.765 │   11.27 │        1 │   4.556 │   6.045 │   9.434 │   138.1 │   ▇    │  │
│ │ _NUM_IN │        │ 0612856 │         │         │          │         │         │         │         │        │  │
│ │ STALMEN │        │     125 │         │         │          │         │         │         │         │        │  │
│ │ T_NUMBE │        │         │         │         │          │         │         │         │         │        │  │
│ │ R_MEAN  │        │         │         │         │          │         │         │         │         │        │  │
│ │ INSTALL │  15868 │ 5.16014 │  -909.7 │   598.5 │    -2922 │   -1302 │    -796 │    -419 │      -3 │  ▁▃▆▇▇ │  │
│ │ _DAYS_I │        │ 0612856 │         │         │          │         │         │         │         │        │  │
│ │ NSTALME │        │     125 │         │         │          │         │         │         │         │        │  │
│ │ NT_MEAN │        │         │         │         │          │         │         │         │         │        │  │
│ │ INSTALL │  15876 │ 5.16274 │    -921 │     597 │    -3071 │   -1312 │  -807.6 │  -431.6 │      -3 │  ▁▃▆▇▇ │  │
│ │ _DAYS_E │        │ 2145809 │         │         │          │         │         │         │         │        │  │
│ │ NTRY_PA │        │    4185 │         │         │          │         │         │         │         │        │  │
│ │ YMENT_M │        │         │         │         │          │         │         │         │         │        │  │
│ │ EAN     │        │         │         │         │          │         │         │         │         │        │  │
│ │ INSTALL │  15868 │ 5.16014 │   18390 │   23340 │        0 │    7800 │   12570 │   21380 │ 2505000 │   ▇    │  │
│ │ _AMT_IN │        │ 0612856 │         │         │          │         │         │         │         │        │  │
│ │ STALMEN │        │     125 │         │         │          │         │         │         │         │        │  │
│ │ T_MEAN  │        │         │         │         │          │         │         │         │         │        │  │
│ │ INSTALL │  15876 │ 5.16274 │   18750 │   25110 │    0.189 │    7478 │   12230 │   21350 │ 2505000 │   ▇    │  │
│ │ _AMT_PA │        │ 2145809 │         │         │          │         │         │         │         │        │  │
│ │ YMENT_M │        │    4185 │         │         │          │         │         │         │         │        │  │
│ │ EAN     │        │         │         │         │          │         │         │         │         │        │  │
│ │ TARGET  │      0 │       0 │ 0.08073 │  0.2724 │        0 │       0 │       0 │       0 │       1 │ ▇    ▁ │  │
│ └─────────┴────────┴─────────┴─────────┴─────────┴──────────┴─────────┴─────────┴─────────┴─────────┴────────┘  │
│                                                     string                                                      │
│ ┏━━━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┓  │
│ ┃          ┃        ┃          ┃          ┃          ┃          ┃          ┃ chars    ┃ words per ┃ total    ┃  │
│ ┃ column   ┃ NA     ┃ NA %     ┃ shortest ┃ longest  ┃ min      ┃ max      ┃ per row  ┃ row       ┃ words    ┃  │
│ ┡━━━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━┩  │
│ │ NAME_CON │      0 │        0 │ Cash     │ Revolvin │ Cash     │ Revolvin │     10.5 │         2 │   615022 │  │
│ │ TRACT_TY │        │          │ loans    │ g loans  │ loans    │ g loans  │          │           │          │  │
│ │ PE       │        │          │          │          │          │          │          │           │          │  │
│ │ CODE_GEN │      0 │        0 │ M        │ XNA      │ F        │ XNA      │        1 │         1 │   307511 │  │
│ │ DER      │        │          │          │          │          │          │          │           │          │  │
│ │ FLAG_OWN │      0 │        0 │ N        │ N        │ N        │ Y        │        1 │         1 │   307511 │  │
│ │ _CAR     │        │          │          │          │          │          │          │           │          │  │
│ │ FLAG_OWN │      0 │        0 │ Y        │ Y        │ N        │ Y        │        1 │         1 │   307511 │  │
│ │ _REALTY  │        │          │          │          │          │          │          │           │          │  │
│ │ NAME_TYP │   1292 │ 0.420147 │ Family   │ Spouse,  │ Children │ Unaccomp │     12.1 │         1 │   318131 │  │
│ │ E_SUITE  │        │ 57195677 │          │ partner  │          │ anied    │          │           │          │  │
│ │          │        │      555 │          │          │          │          │          │           │          │  │
│ │ NAME_INC │      0 │        0 │ Working  │ Commerci │ Business │ Working  │     10.8 │       1.3 │   400836 │  │
│ │ OME_TYPE │        │          │          │ al       │ man      │          │          │           │          │  │
│ │          │        │          │          │ associat │          │          │          │           │          │  │
│ │          │        │          │          │ e        │          │          │          │           │          │  │
│ │ NAME_EDU │      0 │        0 │ Lower    │ Secondar │ Academic │ Secondar │     25.3 │       3.4 │  1051804 │  │
│ │ CATION_T │        │          │ secondar │ y /      │ degree   │ y /      │          │           │          │  │
│ │ YPE      │        │          │ y        │ secondar │          │ secondar │          │           │          │  │
│ │          │        │          │          │ y        │          │ y        │          │           │          │  │
│ │          │        │          │          │ special  │          │ special  │          │           │          │  │
│ │ NAME_FAM │      0 │        0 │ Widow    │ Single / │ Civil    │ Widow    │     9.62 │       1.5 │   473618 │  │
│ │ ILY_STAT │        │          │          │ not      │ marriage │          │          │           │          │  │
│ │ US       │        │          │          │ married  │          │          │          │           │          │  │
│ │ NAME_HOU │      0 │        0 │ With     │ Municipa │ Co-op    │ With     │     16.8 │       2.9 │   887890 │  │
│ │ SING_TYP │        │          │ parents  │ l        │ apartmen │ parents  │          │           │          │  │
│ │ E        │        │          │          │ apartmen │ t        │          │          │           │          │  │
│ │          │        │          │          │ t        │          │          │          │           │          │  │
│ │ OCCUPATI │  96391 │ 31.34554 │ Drivers  │ Private  │ Accounta │ Waiters/ │     10.6 │       1.1 │   341374 │  │
│ │ ON_TYPE  │        │ 53626049 │          │ service  │ nts      │ barmen   │          │           │          │  │
│ │          │        │       16 │          │ staff    │          │ staff    │          │           │          │  │
│ │ WEEKDAY_ │      0 │        0 │ MONDAY   │ WEDNESDA │ FRIDAY   │ WEDNESDA │     7.23 │         1 │   307511 │  │
│ │ APPR_PRO │        │          │          │ Y        │          │ Y        │          │           │          │  │
│ │ CESS_STA │        │          │          │          │          │          │          │           │          │  │
│ │ RT       │        │          │          │          │          │          │          │           │          │  │
│ │ ORGANIZA │      0 │        0 │ XNA      │ Business │ Advertis │ XNA      │     12.5 │       2.1 │   638609 │  │
│ │ TION_TYP │        │          │          │ Entity   │ ing      │          │          │           │          │  │
│ │ E        │        │          │          │ Type 3   │          │          │          │           │          │  │
│ │ FONDKAPR │ 210295 │ 68.38617 │ not      │ reg oper │ not      │ reg oper │     16.4 │      0.97 │   298041 │  │
│ │ EMONT_MO │        │ 15515867 │ specifie │ spec     │ specifie │ spec     │          │           │          │  │
│ │ DE       │        │        7 │ d        │ account  │ d        │ account  │          │           │          │  │
│ │ HOUSETYP │ 154297 │ 50.17609 │ block of │ specific │ block of │ terraced │       14 │       1.5 │   456931 │  │
│ │ E_MODE   │        │  1261776 │ flats    │ housing  │ flats    │ house    │          │           │          │  │
│ │ WALLSMAT │ 156341 │ 50.84078 │ Block    │ Stone,   │ Block    │ Wooden   │     8.11 │       0.7 │   215985 │  │
│ │ ERIAL_MO │        │ 29313423 │          │ brick    │          │          │          │           │          │  │
│ │ DE       │        │          │          │          │          │          │          │           │          │  │
│ │ EMERGENC │ 145755 │ 47.39830 │ No       │ Yes      │ No       │ Yes      │     2.01 │      0.53 │   161756 │  │
│ │ YSTATE_M │        │ 44508976 │          │          │          │          │          │           │          │  │
│ │ ODE      │        │        9 │          │          │          │          │          │           │          │  │
│ └──────────┴────────┴──────────┴──────────┴──────────┴──────────┴──────────┴──────────┴───────────┴──────────┘  │
╰────────────────────────────────────────────────────── End ──────────────────────────────────────────────────────╯

On peut noter a travers le tableau ci dessus, que le package skim,nous avons une vision plus affrondis sur la distribution de notre dataset que le fonction describe() de pandas avec seulement une seule ligne de code

  • En plus nous avons une idée sur la répartion du dataset en terme de type et en terme de valeurs manquantes
In [ ]:
print("Test Data après agrégation :")
test_data.head()
Test Data après agrégation :
Out[ ]:
SK_ID_CURR NAME_CONTRACT_TYPE CODE_GENDER FLAG_OWN_CAR FLAG_OWN_REALTY CNT_CHILDREN AMT_INCOME_TOTAL AMT_CREDIT AMT_ANNUITY AMT_GOODS_PRICE ... BUREAU_AMT_CREDIT_SUM_OVERDUE_MEAN BUREAU_DAYS_CREDIT_UPDATE_MEAN BUREAU_AMT_ANNUITY_MEAN INSTALL_SK_ID_PREV_MEAN INSTALL_NUM_INSTALMENT_VERSION_MEAN INSTALL_NUM_INSTALMENT_NUMBER_MEAN INSTALL_DAYS_INSTALMENT_MEAN INSTALL_DAYS_ENTRY_PAYMENT_MEAN INSTALL_AMT_INSTALMENT_MEAN INSTALL_AMT_PAYMENT_MEAN
0 100001 Cash loans F N Y 0 135000.0 568800.0 20560.5 450000.0 ... 0.0 -93.142857 3545.357143 1.576389e+06 1.142857 2.714286 -2187.714286 -2195.000000 5885.132143 5885.132143
1 100005 Cash loans M N Y 0 99000.0 222768.0 17370.0 180000.0 ... 0.0 -54.333333 1420.500000 2.495675e+06 1.111111 5.000000 -586.000000 -609.555556 6240.205000 6240.205000
2 100013 Cash loans M Y Y 0 202500.0 663264.0 69777.0 630000.0 ... 0.0 -775.500000 0.000000 1.911853e+06 0.277419 43.729032 -1352.929032 -1358.109677 10897.898516 9740.235774
3 100028 Cash loans F N Y 2 315000.0 1575000.0 49018.5 1575000.0 ... 0.0 -651.500000 3012.010714 2.115491e+06 0.460177 30.504425 -855.548673 -858.548673 4979.282257 4356.731549
4 100038 Cash loans M Y N 1 180000.0 625500.0 32067.0 625500.0 ... NaN NaN NaN 2.327930e+06 1.000000 6.500000 -622.000000 -634.250000 11100.337500 11100.337500

5 rows × 161 columns

LISTE DES VALEURS MANQUANTES ET ABERRANTES AU NIVEAU DE LA VARIABLE DU Train_data¶

In [ ]:
# Somme total des valeurs manquantes
train_data.isnull().sum()
Out[ ]:
SK_ID_CURR                             0
NAME_CONTRACT_TYPE                     0
CODE_GENDER                            0
FLAG_OWN_CAR                           0
FLAG_OWN_REALTY                        0
                                   ...  
INSTALL_DAYS_INSTALMENT_MEAN       15868
INSTALL_DAYS_ENTRY_PAYMENT_MEAN    15876
INSTALL_AMT_INSTALMENT_MEAN        15868
INSTALL_AMT_PAYMENT_MEAN           15876
TARGET                                 0
Length: 162, dtype: int64
In [ ]:
# Verification des valeurs manquantes sur 10 lignes
train_data.isnull().head(10)
Out[ ]:
SK_ID_CURR NAME_CONTRACT_TYPE CODE_GENDER FLAG_OWN_CAR FLAG_OWN_REALTY CNT_CHILDREN AMT_INCOME_TOTAL AMT_CREDIT AMT_ANNUITY AMT_GOODS_PRICE ... BUREAU_DAYS_CREDIT_UPDATE_MEAN BUREAU_AMT_ANNUITY_MEAN INSTALL_SK_ID_PREV_MEAN INSTALL_NUM_INSTALMENT_VERSION_MEAN INSTALL_NUM_INSTALMENT_NUMBER_MEAN INSTALL_DAYS_INSTALMENT_MEAN INSTALL_DAYS_ENTRY_PAYMENT_MEAN INSTALL_AMT_INSTALMENT_MEAN INSTALL_AMT_PAYMENT_MEAN TARGET
0 False False False False False False False False False False ... False False False False False False False False False False
1 False False False False False False False False False False ... False True False False False False False False False False
2 False False False False False False False False False False ... False True False False False False False False False False
3 False False False False False False False False False False ... True True False False False False False False False False
4 False False False False False False False False False False ... False True False False False False False False False False
5 False False False False False False False False False False ... False True False False False False False False False False
6 False False False False False False False False False False ... False True False False False False False False False False
7 False False False False False False False False False False ... False True False False False False False False False False
8 False False False False False False False False False False ... False True False False False False False False False False
9 False False False False False False False False False False ... True True False False False False False False False False

10 rows × 162 columns

In [ ]:
# Proportion de repartion des données en fonction des differents type
train_data.dtypes.value_counts().plot.pie()
Out[ ]:
<Axes: ylabel='count'>
No description has been provided for this image
In [ ]:
train_data.select_dtypes("int64")
Out[ ]:
SK_ID_CURR CNT_CHILDREN DAYS_BIRTH DAYS_EMPLOYED DAYS_ID_PUBLISH FLAG_MOBIL FLAG_EMP_PHONE FLAG_WORK_PHONE FLAG_CONT_MOBILE FLAG_PHONE ... FLAG_DOCUMENT_13 FLAG_DOCUMENT_14 FLAG_DOCUMENT_15 FLAG_DOCUMENT_16 FLAG_DOCUMENT_17 FLAG_DOCUMENT_18 FLAG_DOCUMENT_19 FLAG_DOCUMENT_20 FLAG_DOCUMENT_21 TARGET
0 100002 0 -9461 -637 -2120 1 1 0 1 1 ... 0 0 0 0 0 0 0 0 0 1
1 100003 0 -16765 -1188 -291 1 1 0 1 1 ... 0 0 0 0 0 0 0 0 0 0
2 100004 0 -19046 -225 -2531 1 1 1 1 1 ... 0 0 0 0 0 0 0 0 0 0
3 100006 0 -19005 -3039 -2437 1 1 0 1 0 ... 0 0 0 0 0 0 0 0 0 0
4 100007 0 -19932 -3038 -3458 1 1 0 1 0 ... 0 0 0 0 0 0 0 0 0 0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
307506 456251 0 -9327 -236 -1982 1 1 0 1 0 ... 0 0 0 0 0 0 0 0 0 0
307507 456252 0 -20775 365243 -4090 1 0 0 1 1 ... 0 0 0 0 0 0 0 0 0 0
307508 456253 0 -14966 -7921 -5150 1 1 0 1 0 ... 0 0 0 0 0 0 0 0 0 0
307509 456254 0 -11961 -4786 -931 1 1 0 1 0 ... 0 0 0 0 0 0 0 0 0 1
307510 456255 0 -16856 -1262 -410 1 1 1 1 1 ... 0 0 0 0 0 0 0 0 0 0

307511 rows × 41 columns

In [ ]:
train_data.select_dtypes("float64")
Out[ ]:
AMT_INCOME_TOTAL AMT_CREDIT AMT_ANNUITY AMT_GOODS_PRICE REGION_POPULATION_RELATIVE DAYS_REGISTRATION OWN_CAR_AGE CNT_FAM_MEMBERS EXT_SOURCE_1 EXT_SOURCE_2 ... BUREAU_AMT_CREDIT_SUM_OVERDUE_MEAN BUREAU_DAYS_CREDIT_UPDATE_MEAN BUREAU_AMT_ANNUITY_MEAN INSTALL_SK_ID_PREV_MEAN INSTALL_NUM_INSTALMENT_VERSION_MEAN INSTALL_NUM_INSTALMENT_NUMBER_MEAN INSTALL_DAYS_INSTALMENT_MEAN INSTALL_DAYS_ENTRY_PAYMENT_MEAN INSTALL_AMT_INSTALMENT_MEAN INSTALL_AMT_PAYMENT_MEAN
0 202500.0 406597.5 24700.5 351000.0 0.018801 -3648.0 NaN 1.0 0.083037 0.262949 ... 0.0 -499.875000 0.0 1.038818e+06 1.052632 10.000000 -295.000000 -315.421053 11559.247105 11559.247105
1 270000.0 1293502.5 35698.5 1129500.0 0.003541 -1186.0 NaN 2.0 0.311267 0.622246 ... 0.0 -816.000000 NaN 2.290070e+06 1.040000 5.080000 -1378.160000 -1385.320000 64754.586000 64754.586000
2 67500.0 135000.0 6750.0 135000.0 0.010032 -4260.0 26.0 1.0 NaN 0.555912 ... 0.0 -532.000000 NaN 1.564014e+06 1.333333 2.000000 -754.000000 -761.666667 7096.155000 7096.155000
3 135000.0 312682.5 29686.5 297000.0 0.008019 -9833.0 NaN 2.0 NaN 0.650442 ... NaN NaN NaN 2.217428e+06 1.125000 4.437500 -252.250000 -271.625000 62947.088438 62947.088438
4 121500.0 513000.0 21865.5 513000.0 0.028663 -4311.0 NaN 1.0 NaN 0.322738 ... 0.0 -783.000000 NaN 2.048985e+06 1.166667 7.045455 -1028.606061 -1032.242424 12666.444545 12214.060227
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
307506 157500.0 254700.0 27558.0 225000.0 0.032561 -8456.0 NaN 1.0 0.145570 0.681632 ... NaN NaN NaN 2.248017e+06 1.142857 4.000000 -120.000000 -156.285714 7492.924286 7492.924286
307507 72000.0 269550.0 12001.5 225000.0 0.025164 -4388.0 NaN 1.0 NaN 0.115992 ... NaN NaN NaN 1.503599e+06 1.000000 3.500000 -2391.000000 -2393.833333 10069.867500 10069.867500
307508 153000.0 677664.0 29979.0 585000.0 0.005002 -6737.0 NaN 1.0 0.744026 0.535722 ... 0.0 -253.250000 58369.5 1.753310e+06 1.000000 4.785714 -2372.928571 -2387.428571 4399.707857 4115.915357
307509 171000.0 370107.0 20205.0 319500.0 0.005313 -2562.0 NaN 2.0 NaN 0.514163 ... 0.0 -401.000000 0.0 1.898777e+06 1.000000 5.263158 -142.263158 -161.263158 10239.832895 10239.832895
307510 157500.0 675000.0 49117.5 675000.0 0.046220 -5128.0 NaN 2.0 0.734460 0.708569 ... 0.0 -531.090909 1081.5 1.969824e+06 1.824324 8.851351 -463.945946 -472.013514 41464.713649 47646.215878

307511 rows × 105 columns

In [ ]:
train_data.select_dtypes("object")
Out[ ]:
NAME_CONTRACT_TYPE CODE_GENDER FLAG_OWN_CAR FLAG_OWN_REALTY NAME_TYPE_SUITE NAME_INCOME_TYPE NAME_EDUCATION_TYPE NAME_FAMILY_STATUS NAME_HOUSING_TYPE OCCUPATION_TYPE WEEKDAY_APPR_PROCESS_START ORGANIZATION_TYPE FONDKAPREMONT_MODE HOUSETYPE_MODE WALLSMATERIAL_MODE EMERGENCYSTATE_MODE
0 Cash loans M N Y Unaccompanied Working Secondary / secondary special Single / not married House / apartment Laborers WEDNESDAY Business Entity Type 3 reg oper account block of flats Stone, brick No
1 Cash loans F N N Family State servant Higher education Married House / apartment Core staff MONDAY School reg oper account block of flats Block No
2 Revolving loans M Y Y Unaccompanied Working Secondary / secondary special Single / not married House / apartment Laborers MONDAY Government NaN NaN NaN NaN
3 Cash loans F N Y Unaccompanied Working Secondary / secondary special Civil marriage House / apartment Laborers WEDNESDAY Business Entity Type 3 NaN NaN NaN NaN
4 Cash loans M N Y Unaccompanied Working Secondary / secondary special Single / not married House / apartment Core staff THURSDAY Religion NaN NaN NaN NaN
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
307506 Cash loans M N N Unaccompanied Working Secondary / secondary special Separated With parents Sales staff THURSDAY Services reg oper account block of flats Stone, brick No
307507 Cash loans F N Y Unaccompanied Pensioner Secondary / secondary special Widow House / apartment NaN MONDAY XNA reg oper account block of flats Stone, brick No
307508 Cash loans F N Y Unaccompanied Working Higher education Separated House / apartment Managers THURSDAY School reg oper account block of flats Panel No
307509 Cash loans F N Y Unaccompanied Commercial associate Secondary / secondary special Married House / apartment Laborers WEDNESDAY Business Entity Type 1 NaN block of flats Stone, brick No
307510 Cash loans F N N Unaccompanied Commercial associate Higher education Married House / apartment Laborers THURSDAY Business Entity Type 3 NaN block of flats Panel No

307511 rows × 16 columns

In [ ]:
# Affiche uniquement les colonnes avec au moins une valeur manquante
missing_values = train_data.isnull().sum()
print(missing_values[missing_values > 0])
AMT_ANNUITY                               12
AMT_GOODS_PRICE                          278
NAME_TYPE_SUITE                         1292
OWN_CAR_AGE                           202929
OCCUPATION_TYPE                        96391
                                       ...  
INSTALL_NUM_INSTALMENT_NUMBER_MEAN     15868
INSTALL_DAYS_INSTALMENT_MEAN           15868
INSTALL_DAYS_ENTRY_PAYMENT_MEAN        15876
INSTALL_AMT_INSTALMENT_MEAN            15868
INSTALL_AMT_PAYMENT_MEAN               15876
Length: 107, dtype: int64
In [ ]:
# Affiche le nombre de valeurs manquantes pour chaque colonne
missing_values = train_data.isnull().sum()
print(missing_values)
SK_ID_CURR                             0
NAME_CONTRACT_TYPE                     0
CODE_GENDER                            0
FLAG_OWN_CAR                           0
FLAG_OWN_REALTY                        0
                                   ...  
INSTALL_DAYS_INSTALMENT_MEAN       15868
INSTALL_DAYS_ENTRY_PAYMENT_MEAN    15876
INSTALL_AMT_INSTALMENT_MEAN        15868
INSTALL_AMT_PAYMENT_MEAN           15876
TARGET                                 0
Length: 162, dtype: int64
In [ ]:
#Valeurs manquante par pourcentage

missing_percentages = train_data.isnull().sum() / train_data.shape[0] * 100
missing_percentages[missing_percentages>20]
Out[ ]:
OWN_CAR_AGE                           65.990810
OCCUPATION_TYPE                       31.345545
EXT_SOURCE_1                          56.381073
APARTMENTS_AVG                        50.749729
BASEMENTAREA_AVG                      58.515956
YEARS_BEGINEXPLUATATION_AVG           48.781019
YEARS_BUILD_AVG                       66.497784
COMMONAREA_AVG                        69.872297
ELEVATORS_AVG                         53.295980
ENTRANCES_AVG                         50.348768
FLOORSMAX_AVG                         49.760822
FLOORSMIN_AVG                         67.848630
LANDAREA_AVG                          59.376738
LIVINGAPARTMENTS_AVG                  68.354953
LIVINGAREA_AVG                        50.193326
NONLIVINGAPARTMENTS_AVG               69.432963
NONLIVINGAREA_AVG                     55.179164
APARTMENTS_MODE                       50.749729
BASEMENTAREA_MODE                     58.515956
YEARS_BEGINEXPLUATATION_MODE          48.781019
YEARS_BUILD_MODE                      66.497784
COMMONAREA_MODE                       69.872297
ELEVATORS_MODE                        53.295980
ENTRANCES_MODE                        50.348768
FLOORSMAX_MODE                        49.760822
FLOORSMIN_MODE                        67.848630
LANDAREA_MODE                         59.376738
LIVINGAPARTMENTS_MODE                 68.354953
LIVINGAREA_MODE                       50.193326
NONLIVINGAPARTMENTS_MODE              69.432963
NONLIVINGAREA_MODE                    55.179164
APARTMENTS_MEDI                       50.749729
BASEMENTAREA_MEDI                     58.515956
YEARS_BEGINEXPLUATATION_MEDI          48.781019
YEARS_BUILD_MEDI                      66.497784
COMMONAREA_MEDI                       69.872297
ELEVATORS_MEDI                        53.295980
ENTRANCES_MEDI                        50.348768
FLOORSMAX_MEDI                        49.760822
FLOORSMIN_MEDI                        67.848630
LANDAREA_MEDI                         59.376738
LIVINGAPARTMENTS_MEDI                 68.354953
LIVINGAREA_MEDI                       50.193326
NONLIVINGAPARTMENTS_MEDI              69.432963
NONLIVINGAREA_MEDI                    55.179164
FONDKAPREMONT_MODE                    68.386172
HOUSETYPE_MODE                        50.176091
TOTALAREA_MODE                        48.268517
WALLSMATERIAL_MODE                    50.840783
EMERGENCYSTATE_MODE                   47.398304
PREV_RATE_INTEREST_PRIMARY_MEAN       98.501192
PREV_RATE_INTEREST_PRIVILEGED_MEAN    98.501192
BUREAU_DAYS_ENDDATE_FACT_MEAN         25.090485
BUREAU_AMT_CREDIT_MAX_OVERDUE_MEAN    40.201814
BUREAU_AMT_CREDIT_SUM_LIMIT_MEAN      21.159893
BUREAU_AMT_ANNUITY_MEAN               73.981744
dtype: float64
In [ ]:
# Suppression des  colonnes ayant plus de 20% des valeurs manquantes
colonnes_a_supp = missing_percentages[missing_percentages > 20].index
train_data = train_data.drop(columns=colonnes_a_supp)
In [ ]:
train_data.shape
Out[ ]:
(307511, 106)

Après supprimer des colonne contenant au plus 20% de valeurs manquantes, le nombre de colonne passe de 162 à 106

In [ ]:
train_data.head(10)
Out[ ]:
SK_ID_CURR NAME_CONTRACT_TYPE CODE_GENDER FLAG_OWN_CAR FLAG_OWN_REALTY CNT_CHILDREN AMT_INCOME_TOTAL AMT_CREDIT AMT_ANNUITY AMT_GOODS_PRICE ... BUREAU_AMT_CREDIT_SUM_OVERDUE_MEAN BUREAU_DAYS_CREDIT_UPDATE_MEAN INSTALL_SK_ID_PREV_MEAN INSTALL_NUM_INSTALMENT_VERSION_MEAN INSTALL_NUM_INSTALMENT_NUMBER_MEAN INSTALL_DAYS_INSTALMENT_MEAN INSTALL_DAYS_ENTRY_PAYMENT_MEAN INSTALL_AMT_INSTALMENT_MEAN INSTALL_AMT_PAYMENT_MEAN TARGET
0 100002 Cash loans M N Y 0 202500.0 406597.5 24700.5 351000.0 ... 0.0 -499.875000 1.038818e+06 1.052632 10.000000 -295.000000 -315.421053 11559.247105 11559.247105 1
1 100003 Cash loans F N N 0 270000.0 1293502.5 35698.5 1129500.0 ... 0.0 -816.000000 2.290070e+06 1.040000 5.080000 -1378.160000 -1385.320000 64754.586000 64754.586000 0
2 100004 Revolving loans M Y Y 0 67500.0 135000.0 6750.0 135000.0 ... 0.0 -532.000000 1.564014e+06 1.333333 2.000000 -754.000000 -761.666667 7096.155000 7096.155000 0
3 100006 Cash loans F N Y 0 135000.0 312682.5 29686.5 297000.0 ... NaN NaN 2.217428e+06 1.125000 4.437500 -252.250000 -271.625000 62947.088438 62947.088438 0
4 100007 Cash loans M N Y 0 121500.0 513000.0 21865.5 513000.0 ... 0.0 -783.000000 2.048985e+06 1.166667 7.045455 -1028.606061 -1032.242424 12666.444545 12214.060227 0
5 100008 Cash loans M N Y 0 99000.0 490495.5 27517.5 454500.0 ... 0.0 -611.000000 2.034127e+06 1.028571 5.057143 -1263.914286 -1237.800000 27702.964286 27360.502714 0
6 100009 Cash loans F Y Y 1 171000.0 1560726.0 41301.0 1395000.0 ... 0.0 -851.611111 1.635566e+06 1.000000 4.549020 -855.823529 -864.411765 9568.531765 9568.531765 0
7 100010 Cash loans M Y Y 0 360000.0 1530000.0 42075.0 1530000.0 ... 0.0 -578.000000 2.349489e+06 1.000000 5.500000 -904.000000 -915.900000 27449.208000 27449.208000 0
8 100011 Cash loans F N Y 0 112500.0 1019610.0 33826.5 913500.0 ... 0.0 -1454.750000 2.060005e+06 0.415385 28.446154 -1154.061538 -1150.923077 13575.715615 11328.893654 0
9 100012 Revolving loans M N Y 0 135000.0 405000.0 20250.0 405000.0 ... NaN NaN 2.268055e+06 2.000000 9.041667 -665.000000 -690.312500 9584.503125 10451.285625 0

10 rows × 106 columns

In [ ]:
# Summary du nouveau dataFrame apres suppression de quelques colonnes
skim(train_data)
╭──────────────────────────────────────────────── skimpy summary ─────────────────────────────────────────────────╮
│          Data Summary                Data Types                                                                 │
│ ┏━━━━━━━━━━━━━━━━━━━┳━━━━━━━━┓ ┏━━━━━━━━━━━━━┳━━━━━━━┓                                                          │
│ ┃ Dataframe         ┃ Values ┃ ┃ Column Type ┃ Count ┃                                                          │
│ ┡━━━━━━━━━━━━━━━━━━━╇━━━━━━━━┩ ┡━━━━━━━━━━━━━╇━━━━━━━┩                                                          │
│ │ Number of rows    │ 307511 │ │ float64     │ 54    │                                                          │
│ │ Number of columns │ 106    │ │ int32       │ 41    │                                                          │
│ └───────────────────┴────────┘ │ string      │ 11    │                                                          │
│                                └─────────────┴───────┘                                                          │
│                                                     number                                                      │
│ ┏━━━━━━━━━┳━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━━┳━━━━━━━━┓  │
│ ┃ column  ┃ NA    ┃ NA %    ┃ mean     ┃ sd      ┃ p0       ┃ p25     ┃ p50     ┃ p75     ┃ p100    ┃ hist   ┃  │
│ ┡━━━━━━━━━╇━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━━╇━━━━━━━━┩  │
│ │ SK_ID_C │     0 │       0 │   278200 │  102800 │   100000 │  189100 │  278200 │  367100 │  456300 │ ▇▇▇▇▇▇ │  │
│ │ URR     │       │         │          │         │          │         │         │         │         │        │  │
│ │ CNT_CHI │     0 │       0 │   0.4171 │  0.7221 │        0 │       0 │       0 │       1 │      19 │   ▇    │  │
│ │ LDREN   │       │         │          │         │          │         │         │         │         │        │  │
│ │ AMT_INC │     0 │       0 │   168800 │  237100 │    25650 │  112500 │  147200 │  202500 │ 1170000 │   ▇    │  │
│ │ OME_TOT │       │         │          │         │          │         │         │         │      00 │        │  │
│ │ AL      │       │         │          │         │          │         │         │         │         │        │  │
│ │ AMT_CRE │     0 │       0 │   599000 │  402500 │    45000 │  270000 │  513500 │  808600 │ 4050000 │   ▇▃   │  │
│ │ DIT     │       │         │          │         │          │         │         │         │         │        │  │
│ │ AMT_ANN │    12 │ 0.00390 │    27110 │   14490 │     1616 │   16520 │   24900 │   34600 │  258000 │   ▇▁   │  │
│ │ UITY    │       │ 2299429 │          │         │          │         │         │         │         │        │  │
│ │         │       │ 9390914 │          │         │          │         │         │         │         │        │  │
│ │ AMT_GOO │   278 │ 0.09040 │   538400 │  369400 │    40500 │  238500 │  450000 │  679500 │ 4050000 │   ▇▂   │  │
│ │ DS_PRIC │       │ 3270126 │          │         │          │         │         │         │         │        │  │
│ │ E       │       │   92229 │          │         │          │         │         │         │         │        │  │
│ │ REGION_ │     0 │       0 │  0.02087 │ 0.01383 │  0.00029 │ 0.01001 │ 0.01885 │ 0.02866 │ 0.07251 │ ▇▇▇▁ ▁ │  │
│ │ POPULAT │       │         │          │         │          │         │         │         │         │        │  │
│ │ ION_REL │       │         │          │         │          │         │         │         │         │        │  │
│ │ ATIVE   │       │         │          │         │          │         │         │         │         │        │  │
│ │ DAYS_BI │     0 │       0 │   -16040 │    4364 │   -25230 │  -19680 │  -15750 │  -12410 │   -7489 │ ▃▆▆▇▇▃ │  │
│ │ RTH     │       │         │          │         │          │         │         │         │         │        │  │
│ │ DAYS_EM │     0 │       0 │    63820 │  141300 │   -17910 │   -2760 │   -1213 │    -289 │  365200 │ ▇    ▂ │  │
│ │ PLOYED  │       │         │          │         │          │         │         │         │         │        │  │
│ │ DAYS_RE │     0 │       0 │    -4986 │    3523 │   -24670 │   -7480 │   -4504 │   -2010 │       0 │   ▁▃▆▇ │  │
│ │ GISTRAT │       │         │          │         │          │         │         │         │         │        │  │
│ │ ION     │       │         │          │         │          │         │         │         │         │        │  │
│ │ DAYS_ID │     0 │       0 │    -2994 │    1509 │    -7197 │   -4299 │   -3254 │   -1720 │       0 │  ▂▇▅▅▃ │  │
│ │ _PUBLIS │       │         │          │         │          │         │         │         │         │        │  │
│ │ H       │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_MO │     0 │       0 │        1 │ 0.00180 │        0 │       1 │       1 │       1 │       1 │      ▇ │  │
│ │ BIL     │       │         │          │       3 │          │         │         │         │         │        │  │
│ │ FLAG_EM │     0 │       0 │   0.8199 │  0.3843 │        0 │       1 │       1 │       1 │       1 │ ▂    ▇ │  │
│ │ P_PHONE │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_WO │     0 │       0 │   0.1994 │  0.3995 │        0 │       0 │       0 │       0 │       1 │ ▇    ▂ │  │
│ │ RK_PHON │       │         │          │         │          │         │         │         │         │        │  │
│ │ E       │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_CO │     0 │       0 │   0.9981 │ 0.04316 │        0 │       1 │       1 │       1 │       1 │      ▇ │  │
│ │ NT_MOBI │       │         │          │         │          │         │         │         │         │        │  │
│ │ LE      │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_PH │     0 │       0 │   0.2811 │  0.4495 │        0 │       0 │       0 │       1 │       1 │ ▇    ▃ │  │
│ │ ONE     │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_EM │     0 │       0 │  0.05672 │  0.2313 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ AIL     │       │         │          │         │          │         │         │         │         │        │  │
│ │ CNT_FAM │     2 │ 0.00065 │    2.153 │  0.9107 │        1 │       2 │       2 │       3 │      20 │   ▇    │  │
│ │ _MEMBER │       │ 0383238 │          │         │          │         │         │         │         │        │  │
│ │ S       │       │  323182 │          │         │          │         │         │         │         │        │  │
│ │ REGION_ │     0 │       0 │    2.052 │   0.509 │        1 │       2 │       2 │       2 │       3 │ ▁  ▇ ▂ │  │
│ │ RATING_ │       │         │          │         │          │         │         │         │         │        │  │
│ │ CLIENT  │       │         │          │         │          │         │         │         │         │        │  │
│ │ REGION_ │     0 │       0 │    2.032 │  0.5027 │        1 │       2 │       2 │       2 │       3 │ ▁  ▇ ▂ │  │
│ │ RATING_ │       │         │          │         │          │         │         │         │         │        │  │
│ │ CLIENT_ │       │         │          │         │          │         │         │         │         │        │  │
│ │ W_CITY  │       │         │          │         │          │         │         │         │         │        │  │
│ │ HOUR_AP │     0 │       0 │    12.06 │   3.266 │        0 │      10 │      12 │      14 │      23 │  ▁▇▇▃  │  │
│ │ PR_PROC │       │         │          │         │          │         │         │         │         │        │  │
│ │ ESS_STA │       │         │          │         │          │         │         │         │         │        │  │
│ │ RT      │       │         │          │         │          │         │         │         │         │        │  │
│ │ REG_REG │     0 │       0 │  0.01514 │  0.1221 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ ION_NOT │       │         │          │         │          │         │         │         │         │        │  │
│ │ _LIVE_R │       │         │          │         │          │         │         │         │         │        │  │
│ │ EGION   │       │         │          │         │          │         │         │         │         │        │  │
│ │ REG_REG │     0 │       0 │  0.05077 │  0.2195 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ ION_NOT │       │         │          │         │          │         │         │         │         │        │  │
│ │ _WORK_R │       │         │          │         │          │         │         │         │         │        │  │
│ │ EGION   │       │         │          │         │          │         │         │         │         │        │  │
│ │ LIVE_RE │     0 │       0 │  0.04066 │  0.1975 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ GION_NO │       │         │          │         │          │         │         │         │         │        │  │
│ │ T_WORK_ │       │         │          │         │          │         │         │         │         │        │  │
│ │ REGION  │       │         │          │         │          │         │         │         │         │        │  │
│ │ REG_CIT │     0 │       0 │  0.07817 │  0.2684 │        0 │       0 │       0 │       0 │       1 │ ▇    ▁ │  │
│ │ Y_NOT_L │       │         │          │         │          │         │         │         │         │        │  │
│ │ IVE_CIT │       │         │          │         │          │         │         │         │         │        │  │
│ │ Y       │       │         │          │         │          │         │         │         │         │        │  │
│ │ REG_CIT │     0 │       0 │   0.2305 │  0.4211 │        0 │       0 │       0 │       0 │       1 │ ▇    ▂ │  │
│ │ Y_NOT_W │       │         │          │         │          │         │         │         │         │        │  │
│ │ ORK_CIT │       │         │          │         │          │         │         │         │         │        │  │
│ │ Y       │       │         │          │         │          │         │         │         │         │        │  │
│ │ LIVE_CI │     0 │       0 │   0.1796 │  0.3838 │        0 │       0 │       0 │       0 │       1 │ ▇    ▂ │  │
│ │ TY_NOT_ │       │         │          │         │          │         │         │         │         │        │  │
│ │ WORK_CI │       │         │          │         │          │         │         │         │         │        │  │
│ │ TY      │       │         │          │         │          │         │         │         │         │        │  │
│ │ EXT_SOU │   660 │ 0.21462 │   0.5144 │  0.1911 │ 8.174e-0 │  0.3925 │   0.566 │  0.6636 │   0.855 │ ▁▂▃▅▇▃ │  │
│ │ RCE_2   │       │ 6468646 │          │         │        8 │         │         │         │         │        │  │
│ │         │       │   65003 │          │         │          │         │         │         │         │        │  │
│ │ EXT_SOU │ 60965 │ 19.8253 │   0.5109 │  0.1948 │ 0.000527 │  0.3706 │  0.5353 │  0.6691 │   0.896 │ ▁▃▅▇▇▃ │  │
│ │ RCE_3   │       │ 0706218 │          │         │        3 │         │         │         │         │        │  │
│ │         │       │    6393 │          │         │          │         │         │         │         │        │  │
│ │ OBS_30_ │  1021 │ 0.33202 │    1.422 │   2.401 │        0 │       0 │       0 │       2 │     348 │   ▇    │  │
│ │ CNT_SOC │       │ 0643163 │          │         │          │         │         │         │         │        │  │
│ │ IAL_CIR │       │    9844 │          │         │          │         │         │         │         │        │  │
│ │ CLE     │       │         │          │         │          │         │         │         │         │        │  │
│ │ DEF_30_ │  1021 │ 0.33202 │   0.1434 │  0.4467 │        0 │       0 │       0 │       0 │      34 │   ▇    │  │
│ │ CNT_SOC │       │ 0643163 │          │         │          │         │         │         │         │        │  │
│ │ IAL_CIR │       │    9844 │          │         │          │         │         │         │         │        │  │
│ │ CLE     │       │         │          │         │          │         │         │         │         │        │  │
│ │ OBS_60_ │  1021 │ 0.33202 │    1.405 │    2.38 │        0 │       0 │       0 │       2 │     344 │   ▇    │  │
│ │ CNT_SOC │       │ 0643163 │          │         │          │         │         │         │         │        │  │
│ │ IAL_CIR │       │    9844 │          │         │          │         │         │         │         │        │  │
│ │ CLE     │       │         │          │         │          │         │         │         │         │        │  │
│ │ DEF_60_ │  1021 │ 0.33202 │      0.1 │  0.3623 │        0 │       0 │       0 │       0 │      24 │   ▇    │  │
│ │ CNT_SOC │       │ 0643163 │          │         │          │         │         │         │         │        │  │
│ │ IAL_CIR │       │    9844 │          │         │          │         │         │         │         │        │  │
│ │ CLE     │       │         │          │         │          │         │         │         │         │        │  │
│ │ DAYS_LA │     1 │ 0.00032 │   -962.9 │   826.8 │    -4292 │   -1570 │    -757 │    -274 │       0 │   ▁▃▃▇ │  │
│ │ ST_PHON │       │ 5191619 │          │         │          │         │         │         │         │        │  │
│ │ E_CHANG │       │  161591 │          │         │          │         │         │         │         │        │  │
│ │ E       │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │ 4.227e-0 │ 0.00650 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │       │         │        5 │       2 │          │         │         │         │         │        │  │
│ │ 2       │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │     0.71 │  0.4538 │        0 │       0 │       1 │       1 │       1 │ ▃    ▇ │  │
│ │ CUMENT_ │       │         │          │         │          │         │         │         │         │        │  │
│ │ 3       │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │ 8.13e-05 │ 0.00901 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │       │         │          │       6 │          │         │         │         │         │        │  │
│ │ 4       │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │  0.01511 │   0.122 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │       │         │          │         │          │         │         │         │         │        │  │
│ │ 5       │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │  0.08806 │  0.2834 │        0 │       0 │       0 │       0 │       1 │ ▇    ▁ │  │
│ │ CUMENT_ │       │         │          │         │          │         │         │         │         │        │  │
│ │ 6       │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │ 0.000191 │ 0.01385 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │       │         │        9 │         │          │         │         │         │         │        │  │
│ │ 7       │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │  0.08138 │  0.2734 │        0 │       0 │       0 │       0 │       1 │ ▇    ▁ │  │
│ │ CUMENT_ │       │         │          │         │          │         │         │         │         │        │  │
│ │ 8       │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │ 0.003896 │ 0.06229 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │       │         │          │         │          │         │         │         │         │        │  │
│ │ 9       │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │ 2.276e-0 │ 0.00477 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │       │         │        5 │       1 │          │         │         │         │         │        │  │
│ │ 10      │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │ 0.003912 │ 0.06242 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │       │         │          │         │          │         │         │         │         │        │  │
│ │ 11      │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │ 6.504e-0 │ 0.00255 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │       │         │        6 │         │          │         │         │         │         │        │  │
│ │ 12      │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │ 0.003525 │ 0.05927 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │       │         │          │         │          │         │         │         │         │        │  │
│ │ 13      │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │ 0.002936 │ 0.05411 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │       │         │          │         │          │         │         │         │         │        │  │
│ │ 14      │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │  0.00121 │ 0.03476 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │       │         │          │         │          │         │         │         │         │        │  │
│ │ 15      │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │ 0.009928 │ 0.09914 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │       │         │          │         │          │         │         │         │         │        │  │
│ │ 16      │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │ 0.000266 │ 0.01633 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │       │         │        7 │         │          │         │         │         │         │        │  │
│ │ 17      │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │  0.00813 │  0.0898 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │       │         │          │         │          │         │         │         │         │        │  │
│ │ 18      │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │ 0.000595 │ 0.02439 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │       │         │        1 │         │          │         │         │         │         │        │  │
│ │ 19      │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │ 0.000507 │ 0.02252 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │       │         │        3 │         │          │         │         │         │         │        │  │
│ │ 20      │       │         │          │         │          │         │         │         │         │        │  │
│ │ FLAG_DO │     0 │       0 │ 0.000334 │  0.0183 │        0 │       0 │       0 │       0 │       1 │   ▇    │  │
│ │ CUMENT_ │       │         │        9 │         │          │         │         │         │         │        │  │
│ │ 21      │       │         │          │         │          │         │         │         │         │        │  │
│ │ AMT_REQ │ 41519 │ 13.5016 │ 0.006402 │ 0.08385 │        0 │       0 │       0 │       0 │       4 │   ▇    │  │
│ │ _CREDIT │       │ 3083597 │          │         │          │         │         │         │         │        │  │
│ │ _BUREAU │       │    0095 │          │         │          │         │         │         │         │        │  │
│ │ _HOUR   │       │         │          │         │          │         │         │         │         │        │  │
│ │ AMT_REQ │ 41519 │ 13.5016 │    0.007 │  0.1108 │        0 │       0 │       0 │       0 │       9 │   ▇    │  │
│ │ _CREDIT │       │ 3083597 │          │         │          │         │         │         │         │        │  │
│ │ _BUREAU │       │    0095 │          │         │          │         │         │         │         │        │  │
│ │ _DAY    │       │         │          │         │          │         │         │         │         │        │  │
│ │ AMT_REQ │ 41519 │ 13.5016 │  0.03436 │  0.2047 │        0 │       0 │       0 │       0 │       8 │   ▇    │  │
│ │ _CREDIT │       │ 3083597 │          │         │          │         │         │         │         │        │  │
│ │ _BUREAU │       │    0095 │          │         │          │         │         │         │         │        │  │
│ │ _WEEK   │       │         │          │         │          │         │         │         │         │        │  │
│ │ AMT_REQ │ 41519 │ 13.5016 │   0.2674 │   0.916 │        0 │       0 │       0 │       0 │      27 │   ▇    │  │
│ │ _CREDIT │       │ 3083597 │          │         │          │         │         │         │         │        │  │
│ │ _BUREAU │       │    0095 │          │         │          │         │         │         │         │        │  │
│ │ _MON    │       │         │          │         │          │         │         │         │         │        │  │
│ │ AMT_REQ │ 41519 │ 13.5016 │   0.2655 │  0.7941 │        0 │       0 │       0 │       0 │     261 │   ▇    │  │
│ │ _CREDIT │       │ 3083597 │          │         │          │         │         │         │         │        │  │
│ │ _BUREAU │       │    0095 │          │         │          │         │         │         │         │        │  │
│ │ _QRT    │       │         │          │         │          │         │         │         │         │        │  │
│ │ AMT_REQ │ 41519 │ 13.5016 │      1.9 │   1.869 │        0 │       0 │       1 │       3 │      25 │   ▇▁   │  │
│ │ _CREDIT │       │ 3083597 │          │         │          │         │         │         │         │        │  │
│ │ _BUREAU │       │    0095 │          │         │          │         │         │         │         │        │  │
│ │ _YEAR   │       │         │          │         │          │         │         │         │         │        │  │
│ │ PREV_SK │ 16454 │ 5.35070 │  1916000 │  334200 │  1000000 │ 1721000 │ 1919000 │ 2113000 │ 2844000 │ ▁▃▇▇▃▁ │  │
│ │ _ID_PRE │       │ 2901684 │          │         │          │         │         │         │         │        │  │
│ │ V_MEAN  │       │    8175 │          │         │          │         │         │         │         │        │  │
│ │ PREV_AM │ 16871 │ 5.48630 │    14530 │   10010 │        0 │    7836 │   11980 │   18330 │  300400 │   ▇    │  │
│ │ T_ANNUI │       │ 7806875 │          │         │          │         │         │         │         │        │  │
│ │ TY_MEAN │       │     201 │          │         │          │         │         │         │         │        │  │
│ │ PREV_AM │ 16454 │ 5.35070 │   154000 │  153300 │        0 │   61930 │  106000 │  191200 │ 4050000 │   ▇    │  │
│ │ T_APPLI │       │ 2901684 │          │         │          │         │         │         │         │        │  │
│ │ CATION_ │       │    8175 │          │         │          │         │         │         │         │        │  │
│ │ MEAN    │       │         │          │         │          │         │         │         │         │        │  │
│ │ PREV_AM │ 16454 │ 5.35070 │   170100 │  165700 │        0 │   66850 │  117400 │  216100 │ 4050000 │   ▇    │  │
│ │ T_CREDI │       │ 2901684 │          │         │          │         │         │         │         │        │  │
│ │ T_MEAN  │       │    8175 │          │         │          │         │         │         │         │        │  │
│ │ PREV_AM │ 33906 │ 11.0259 │     7081 │   18420 │   -0.225 │       0 │    3375 │    8282 │ 2025000 │   ▇    │  │
│ │ T_DOWN_ │       │ 4703929 │          │         │          │         │         │         │         │        │  │
│ │ PAYMENT │       │    2904 │          │         │          │         │         │         │         │        │  │
│ │ _MEAN   │       │         │          │         │          │         │         │         │         │        │  │
│ │ PREV_AM │ 17429 │ 5.66776 │   193900 │  192600 │        0 │   73560 │  128600 │  244900 │ 4050000 │   ▇    │  │
│ │ T_GOODS │       │ 4730367 │          │         │          │         │         │         │         │        │  │
│ │ _PRICE_ │       │     369 │          │         │          │         │         │         │         │        │  │
│ │ MEAN    │       │         │          │         │          │         │         │         │         │        │  │
│ │ PREV_HO │ 16454 │ 5.35070 │    12.66 │   2.776 │        0 │      11 │   12.75 │    14.5 │      23 │  ▁▅▇▂  │  │
│ │ UR_APPR │       │ 2901684 │          │         │          │         │         │         │         │        │  │
│ │ _PROCES │       │    8175 │          │         │          │         │         │         │         │        │  │
│ │ S_START │       │         │          │         │          │         │         │         │         │        │  │
│ │ _MEAN   │       │         │          │         │          │         │         │         │         │        │  │
│ │ PREV_NF │ 16454 │ 5.35070 │   0.9976 │ 0.02521 │        0 │       1 │       1 │       1 │       1 │      ▇ │  │
│ │ LAG_LAS │       │ 2901684 │          │         │          │         │         │         │         │        │  │
│ │ T_APPL_ │       │    8175 │          │         │          │         │         │         │         │        │  │
│ │ IN_DAY_ │       │         │          │         │          │         │         │         │         │        │  │
│ │ MEAN    │       │         │          │         │          │         │         │         │         │        │  │
│ │ PREV_RA │ 33906 │ 11.0259 │  0.08192 │ 0.08952 │ -7.489e- │       0 │ 0.06631 │  0.1089 │  0.9897 │   ▇▁   │  │
│ │ TE_DOWN │       │ 4703929 │          │         │       06 │         │         │         │         │        │  │
│ │ _PAYMEN │       │    2904 │          │         │          │         │         │         │         │        │  │
│ │ T_MEAN  │       │         │          │         │          │         │         │         │         │        │  │
│ │ PREV_DA │ 16454 │ 5.35070 │   -919.6 │   577.8 │    -2922 │   -1247 │    -789 │  -466.8 │      -2 │ ▁▁▂▅▇▆ │  │
│ │ YS_DECI │       │ 2901684 │          │         │          │         │         │         │         │        │  │
│ │ SION_ME │       │    8175 │          │         │          │         │         │         │         │        │  │
│ │ AN      │       │         │          │         │          │         │         │         │         │        │  │
│ │ PREV_SE │ 16454 │ 5.35070 │    413.1 │   10720 │       -1 │      23 │      79 │     350 │ 4000000 │   ▇    │  │
│ │ LLERPLA │       │ 2901684 │          │         │          │         │         │         │         │        │  │
│ │ CE_AREA │       │    8175 │          │         │          │         │         │         │         │        │  │
│ │ _MEAN   │       │         │          │         │          │         │         │         │         │        │  │
│ │ PREV_CN │ 16869 │ 5.48565 │    14.53 │    8.42 │        0 │       9 │      12 │      18 │      72 │  ▇▇▂   │  │
│ │ T_PAYME │       │ 7423636 │          │         │          │         │         │         │         │        │  │
│ │ NT_MEAN │       │     878 │          │         │          │         │         │         │         │        │  │
│ │ PREV_DA │ 17751 │ 5.77247 │   343100 │   55560 │    -2922 │  365200 │  365200 │  365200 │  365200 │     ▁▇ │  │
│ │ YS_FIRS │       │ 6431737 │          │         │          │         │         │         │         │        │  │
│ │ T_DRAWI │       │    4015 │          │         │          │         │         │         │         │        │  │
│ │ NG_MEAN │       │         │          │         │          │         │         │         │         │        │  │
│ │ PREV_DA │ 17751 │ 5.77247 │    11460 │   39650 │    -2891 │   -1344 │    -831 │  -404.3 │  365200 │   ▇    │  │
│ │ YS_FIRS │       │ 6431737 │          │         │          │         │         │         │         │        │  │
│ │ T_DUE_M │       │    4015 │          │         │          │         │         │         │         │        │  │
│ │ EAN     │       │         │          │         │          │         │         │         │         │        │  │
│ │ PREV_DA │ 17751 │ 5.77247 │    30510 │   61240 │    -2798 │  -796.8 │    -208 │   51270 │  365200 │  ▇▁▁▁  │  │
│ │ YS_LAST │       │ 6431737 │          │         │          │         │         │         │         │        │  │
│ │ _DUE_1S │       │    4015 │          │         │          │         │         │         │         │        │  │
│ │ T_VERSI │       │         │          │         │          │         │         │         │         │        │  │
│ │ ON_MEAN │       │         │          │         │          │         │         │         │         │        │  │
│ │ PREV_DA │ 17751 │ 5.77247 │    80720 │  107800 │    -2883 │    -838 │     -53 │  121600 │  365200 │ ▇▂▂▂ ▁ │  │
│ │ YS_LAST │       │ 6431737 │          │         │          │         │         │         │         │        │  │
│ │ _DUE_ME │       │    4015 │          │         │          │         │         │         │         │        │  │
│ │ AN      │       │         │          │         │          │         │         │         │         │        │  │
│ │ PREV_DA │ 17751 │ 5.77247 │    87260 │  110200 │    -2852 │    -737 │   51050 │  145800 │  365200 │ ▇▂▂▂▁▁ │  │
│ │ YS_TERM │       │ 6431737 │          │         │          │         │         │         │         │        │  │
│ │ INATION │       │    4015 │          │         │          │         │         │         │         │        │  │
│ │ _MEAN   │       │         │          │         │          │         │         │         │         │        │  │
│ │ PREV_NF │ 17751 │ 5.77247 │   0.2778 │  0.3176 │        0 │       0 │     0.2 │     0.5 │       1 │ ▇▁▂▃▁▁ │  │
│ │ LAG_INS │       │ 6431737 │          │         │          │         │         │         │         │        │  │
│ │ URED_ON │       │    4015 │          │         │          │         │         │         │         │        │  │
│ │ _APPROV │       │         │          │         │          │         │         │         │         │        │  │
│ │ AL_MEAN │       │         │          │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │ 44020 │ 14.3149 │  5891000 │  532200 │  5000000 │ 5424000 │ 5854000 │ 6361000 │ 6843000 │ ▇▇▇▆▇▇ │  │
│ │ SK_ID_B │       │ 3507549 │          │         │          │         │         │         │         │        │  │
│ │ UREAU_M │       │    3235 │          │         │          │         │         │         │         │        │  │
│ │ EAN     │       │         │          │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │ 44020 │ 14.3149 │    -1083 │   563.3 │    -2922 │   -1434 │   -1051 │  -663.8 │       0 │ ▁▁▅▇▇▃ │  │
│ │ DAYS_CR │       │ 3507549 │          │         │          │         │         │         │         │        │  │
│ │ EDIT_ME │       │    3235 │          │         │          │         │         │         │         │        │  │
│ │ AN      │       │         │          │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │ 44020 │ 14.3149 │    1.036 │   25.83 │        0 │       0 │       0 │       0 │    2776 │   ▇    │  │
│ │ CREDIT_ │       │ 3507549 │          │         │          │         │         │         │         │        │  │
│ │ DAY_OVE │       │    3235 │          │         │          │         │         │         │         │        │  │
│ │ RDUE_ME │       │         │          │         │          │         │         │         │         │        │  │
│ │ AN      │       │         │          │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │ 46269 │ 15.0462 │    651.8 │    3282 │   -41880 │  -703.5 │  -135.6 │   602.5 │   31200 │     ▇  │  │
│ │ DAYS_CR │       │ 9102698 │          │         │          │         │         │         │         │        │  │
│ │ EDIT_EN │       │    7653 │          │         │          │         │         │         │         │        │  │
│ │ DDATE_M │       │         │          │         │          │         │         │         │         │        │  │
│ │ EAN     │       │         │          │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │ 44020 │ 14.3149 │ 0.007919 │ 0.06648 │        0 │       0 │       0 │       0 │       6 │   ▇    │  │
│ │ CNT_CRE │       │ 3507549 │          │         │          │         │         │         │         │        │  │
│ │ DIT_PRO │       │    3235 │          │         │          │         │         │         │         │        │  │
│ │ LONG_ME │       │         │          │         │          │         │         │         │         │        │  │
│ │ AN      │       │         │          │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │ 44021 │ 14.3152 │   378100 │  891700 │        0 │  103500 │  195500 │  394100 │ 1981000 │   ▇    │  │
│ │ AMT_CRE │       │ 6026711 │          │         │          │         │         │         │      00 │        │  │
│ │ DIT_SUM │       │    2397 │          │         │          │         │         │         │         │        │  │
│ │ _MEAN   │       │         │          │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │ 51380 │ 16.7083 │   160400 │  526700 │ -1084000 │       0 │   44210 │  142100 │ 4365000 │   ▇    │  │
│ │ AMT_CRE │       │ 4539252 │          │         │          │         │         │         │       0 │        │  │
│ │ DIT_SUM │       │    2546 │          │         │          │         │         │         │         │        │  │
│ │ _DEBT_M │       │         │          │         │          │         │         │         │         │        │  │
│ │ EAN     │       │         │          │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │ 44020 │ 14.3149 │    49.55 │    5292 │        0 │       0 │       0 │       0 │ 1617000 │   ▇    │  │
│ │ AMT_CRE │       │ 3507549 │          │         │          │         │         │         │         │        │  │
│ │ DIT_SUM │       │    3235 │          │         │          │         │         │         │         │        │  │
│ │ _OVERDU │       │         │          │         │          │         │         │         │         │        │  │
│ │ E_MEAN  │       │         │          │         │          │         │         │         │         │        │  │
│ │ BUREAU_ │ 44020 │ 14.3149 │   -546.6 │   453.7 │   -41890 │    -779 │  -481.8 │  -208.4 │      14 │      ▇ │  │
│ │ DAYS_CR │       │ 3507549 │          │         │          │         │         │         │         │        │  │
│ │ EDIT_UP │       │    3235 │          │         │          │         │         │         │         │        │  │
│ │ DATE_ME │       │         │          │         │          │         │         │         │         │        │  │
│ │ AN      │       │         │          │         │          │         │         │         │         │        │  │
│ │ INSTALL │ 15868 │ 5.16014 │  1903000 │  413300 │  1000000 │ 1602000 │ 1900000 │ 2199000 │ 2843000 │ ▃▅▇▇▅▂ │  │
│ │ _SK_ID_ │       │ 0612856 │          │         │          │         │         │         │         │        │  │
│ │ PREV_ME │       │     125 │          │         │          │         │         │         │         │        │  │
│ │ AN      │       │         │          │         │          │         │         │         │         │        │  │
│ │ INSTALL │ 15868 │ 5.16014 │    1.042 │  0.6021 │        0 │       1 │   1.017 │   1.111 │      39 │   ▇    │  │
│ │ _NUM_IN │       │ 0612856 │          │         │          │         │         │         │         │        │  │
│ │ STALMEN │       │     125 │          │         │          │         │         │         │         │        │  │
│ │ T_VERSI │       │         │          │         │          │         │         │         │         │        │  │
│ │ ON_MEAN │       │         │          │         │          │         │         │         │         │        │  │
│ │ INSTALL │ 15868 │ 5.16014 │    9.765 │   11.27 │        1 │   4.556 │   6.045 │   9.434 │   138.1 │   ▇    │  │
│ │ _NUM_IN │       │ 0612856 │          │         │          │         │         │         │         │        │  │
│ │ STALMEN │       │     125 │          │         │          │         │         │         │         │        │  │
│ │ T_NUMBE │       │         │          │         │          │         │         │         │         │        │  │
│ │ R_MEAN  │       │         │          │         │          │         │         │         │         │        │  │
│ │ INSTALL │ 15868 │ 5.16014 │   -909.7 │   598.5 │    -2922 │   -1302 │    -796 │    -419 │      -3 │  ▁▃▆▇▇ │  │
│ │ _DAYS_I │       │ 0612856 │          │         │          │         │         │         │         │        │  │
│ │ NSTALME │       │     125 │          │         │          │         │         │         │         │        │  │
│ │ NT_MEAN │       │         │          │         │          │         │         │         │         │        │  │
│ │ INSTALL │ 15876 │ 5.16274 │     -921 │     597 │    -3071 │   -1312 │  -807.6 │  -431.6 │      -3 │  ▁▃▆▇▇ │  │
│ │ _DAYS_E │       │ 2145809 │          │         │          │         │         │         │         │        │  │
│ │ NTRY_PA │       │    4185 │          │         │          │         │         │         │         │        │  │
│ │ YMENT_M │       │         │          │         │          │         │         │         │         │        │  │
│ │ EAN     │       │         │          │         │          │         │         │         │         │        │  │
│ │ INSTALL │ 15868 │ 5.16014 │    18390 │   23340 │        0 │    7800 │   12570 │   21380 │ 2505000 │   ▇    │  │
│ │ _AMT_IN │       │ 0612856 │          │         │          │         │         │         │         │        │  │
│ │ STALMEN │       │     125 │          │         │          │         │         │         │         │        │  │
│ │ T_MEAN  │       │         │          │         │          │         │         │         │         │        │  │
│ │ INSTALL │ 15876 │ 5.16274 │    18750 │   25110 │    0.189 │    7478 │   12230 │   21350 │ 2505000 │   ▇    │  │
│ │ _AMT_PA │       │ 2145809 │          │         │          │         │         │         │         │        │  │
│ │ YMENT_M │       │    4185 │          │         │          │         │         │         │         │        │  │
│ │ EAN     │       │         │          │         │          │         │         │         │         │        │  │
│ │ TARGET  │     0 │       0 │  0.08073 │  0.2724 │        0 │       0 │       0 │       0 │       1 │ ▇    ▁ │  │
│ └─────────┴───────┴─────────┴──────────┴─────────┴──────────┴─────────┴─────────┴─────────┴─────────┴────────┘  │
│                                                     string                                                      │
│ ┏━━━━━━━━━━┳━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━┓  │
│ ┃          ┃      ┃          ┃          ┃           ┃          ┃           ┃ chars    ┃ words per ┃ total    ┃  │
│ ┃ column   ┃ NA   ┃ NA %     ┃ shortest ┃ longest   ┃ min      ┃ max       ┃ per row  ┃ row       ┃ words    ┃  │
│ ┡━━━━━━━━━━╇━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━┩  │
│ │ NAME_CON │    0 │        0 │ Cash     │ Revolving │ Cash     │ Revolving │     10.5 │         2 │   615022 │  │
│ │ TRACT_TY │      │          │ loans    │ loans     │ loans    │ loans     │          │           │          │  │
│ │ PE       │      │          │          │           │          │           │          │           │          │  │
│ │ CODE_GEN │    0 │        0 │ M        │ XNA       │ F        │ XNA       │        1 │         1 │   307511 │  │
│ │ DER      │      │          │          │           │          │           │          │           │          │  │
│ │ FLAG_OWN │    0 │        0 │ N        │ N         │ N        │ Y         │        1 │         1 │   307511 │  │
│ │ _CAR     │      │          │          │           │          │           │          │           │          │  │
│ │ FLAG_OWN │    0 │        0 │ Y        │ Y         │ N        │ Y         │        1 │         1 │   307511 │  │
│ │ _REALTY  │      │          │          │           │          │           │          │           │          │  │
│ │ NAME_TYP │ 1292 │ 0.420147 │ Family   │ Spouse,   │ Children │ Unaccompa │     12.1 │         1 │   318131 │  │
│ │ E_SUITE  │      │ 57195677 │          │ partner   │          │ nied      │          │           │          │  │
│ │          │      │      555 │          │           │          │           │          │           │          │  │
│ │ NAME_INC │    0 │        0 │ Working  │ Commercia │ Business │ Working   │     10.8 │       1.3 │   400836 │  │
│ │ OME_TYPE │      │          │          │ l         │ man      │           │          │           │          │  │
│ │          │      │          │          │ associate │          │           │          │           │          │  │
│ │ NAME_EDU │    0 │        0 │ Lower    │ Secondary │ Academic │ Secondary │     25.3 │       3.4 │  1051804 │  │
│ │ CATION_T │      │          │ secondar │ /         │ degree   │ /         │          │           │          │  │
│ │ YPE      │      │          │ y        │ secondary │          │ secondary │          │           │          │  │
│ │          │      │          │          │ special   │          │ special   │          │           │          │  │
│ │ NAME_FAM │    0 │        0 │ Widow    │ Single /  │ Civil    │ Widow     │     9.62 │       1.5 │   473618 │  │
│ │ ILY_STAT │      │          │          │ not       │ marriage │           │          │           │          │  │
│ │ US       │      │          │          │ married   │          │           │          │           │          │  │
│ │ NAME_HOU │    0 │        0 │ With     │ Municipal │ Co-op    │ With      │     16.8 │       2.9 │   887890 │  │
│ │ SING_TYP │      │          │ parents  │ apartment │ apartmen │ parents   │          │           │          │  │
│ │ E        │      │          │          │           │ t        │           │          │           │          │  │
│ │ WEEKDAY_ │    0 │        0 │ MONDAY   │ WEDNESDAY │ FRIDAY   │ WEDNESDAY │     7.23 │         1 │   307511 │  │
│ │ APPR_PRO │      │          │          │           │          │           │          │           │          │  │
│ │ CESS_STA │      │          │          │           │          │           │          │           │          │  │
│ │ RT       │      │          │          │           │          │           │          │           │          │  │
│ │ ORGANIZA │    0 │        0 │ XNA      │ Business  │ Advertis │ XNA       │     12.5 │       2.1 │   638609 │  │
│ │ TION_TYP │      │          │          │ Entity    │ ing      │           │          │           │          │  │
│ │ E        │      │          │          │ Type 3    │          │           │          │           │          │  │
│ └──────────┴──────┴──────────┴──────────┴───────────┴──────────┴───────────┴──────────┴───────────┴──────────┘  │
╰────────────────────────────────────────────────────── End ──────────────────────────────────────────────────────╯
In [ ]:
# Hitogramme de visualisation de la distribution des variables continues
for col in train_data.select_dtypes('float').columns:
    plt.figure()
    fig, ax = plt.subplots(1, 2, figsize=(15, 5))
    sns.histplot(train_data[col], kde=True, ax=ax[0])
    ax[0].set_title(col)
    sns.boxplot(y=train_data[col], ax=ax[1])
    plt.title(col)
    plt.show()
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A partir des graphes ci dessus nous pouvons noter que la distribution de la plus part de nos données ne sont pas symetrique et possedent des valeurs abérante. Aisnsi nous allons traiter ces dernieres dans suite à l'etape feature selection

Selection des features¶

In [ ]:
#importation de librairie
import pandas as pd
import numpy as np
from sklearn.impute import SimpleImputer
from sklearn.preprocessing import StandardScaler, OneHotEncoder
from sklearn.feature_selection import SelectKBest, chi2, f_classif
from sklearn.pipeline import make_pipeline
from sklearn.compose import ColumnTransformer
from sklearn.model_selection import train_test_split
from sklearn.ensemble import RandomForestClassifier
from sklearn.metrics import accuracy_score
from imblearn.over_sampling import SMOTE
from sklearn.feature_selection import VarianceThreshold

Selection des feautures, Gestion et traitement des valeurs manques

In [ ]:
# Séparer les features (X) et la target (y)
X = train_data.drop(['TARGET', 'SK_ID_CURR'], axis=1)  # Variables explicatives
y = train_data['TARGET']  # Variable cible
In [ ]:
print('La taille des Variables pour l\'entraiment: ' , X.shape, y.shape)
La taille des Variables pour l'entraiment:  (307511, 104) (307511,)
In [ ]:
# Sélection automatique des colonnes numériques et catégorielles
numerical_features = X.select_dtypes(include=[np.number]).columns
categorical_features = X.select_dtypes(exclude=[np.number]).columns
In [ ]:
numerical_features.shape,categorical_features.shape
Out[ ]:
((93,), (11,))
In [ ]:
# Suppression des variables inutiles
# Supprimer les colonnes quasi constantes (faible variance)
selector_var = VarianceThreshold(threshold=0.01)  # Supprime les colonnes quasi constantes
X_num_filtered = selector_var.fit_transform(X[numerical_features])
num_selected_features = numerical_features[selector_var.get_support()]
In [ ]:
num_selected_features.shape
Out[ ]:
(70,)

A travers ce code ci dessus, nous allons sélectionner les variables les plus pertinent avec un selecteur de variance avec un seuil de 0.01. Les variables ayant une variance inférieure à 0.01 seront considérées comme "quasi constantes" et donc inutiles. Ainsi, avec la méthode get_support() nous allons obtenir un masque booléen des features conservées

  • Ce masque est utilisé pour les numerical_features pour garder uniquement les noms des colonnes qui ont passé le seuil de variance.

En définitive, num_selected_features.shape montre (70,), ce qui signifie :

  • Sur les 93 variables numériques initiales
  • Seules 70 ont une variance suffisante (>0.01)
  • 23 variables ont été supprimées car quasi constantes
In [ ]:
#Supprimer les catégories dominantes (>99%) et haute cardinalité (>100 valeurs uniques)
low_variance_cat = [col for col in categorical_features if X[col].value_counts(normalize=True).max() > 0.99]
high_cardinality_cat = [col for col in categorical_features if X[col].nunique() > 100]
categorical_features = [col for col in categorical_features if col not in low_variance_cat + high_cardinality_cat]
In [ ]:
pd.Series(categorical_features).shape
Out[ ]:
(11,)
In [ ]:
#Séparation des données en train/test
X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=0, stratify=y)
In [ ]:
#Encodage des données en train/test
encoder = OneHotEncoder(handle_unknown='ignore', sparse_output=False)
X_train_cat_encoded = encoder.fit_transform(X_train[categorical_features])
X_test_cat_encoded = encoder.transform(X_test[categorical_features])
In [ ]:
#Imputation des variables categorielles
cat_imputer = SimpleImputer(strategy='most_frequent')
X_train_cat_encoded = cat_imputer.fit_transform(X_train_cat_encoded)
X_test_cat_encoded = cat_imputer.transform(X_test_cat_encoded)
In [ ]:
# Appliquer un imputeur pour traiter les valeurs manquantes dans les données encodées
chi2_selector = SelectKBest(score_func=chi2, k=15)  # Garde les 15 meilleures variables
X_train_cat_selected = chi2_selector.fit_transform(X_train_cat_encoded, y_train)
X_test_cat_selected = chi2_selector.transform(X_test_cat_encoded)

selected_cat_indices = chi2_selector.get_support(indices=True)
selected_cat_names = encoder.get_feature_names_out()[selected_cat_indices]

Cette etape nous prépare les variables catégorielles pour un modèle de machine learning en traitant les valeurs manquantes, en sélectionnant les caractéristiques les plus pertinentes et en conservant une trace des caractéristiques sélectionnées pour l'interprétation.

In [ ]:
X_train_cat_selected.shape, X_test_cat_selected.shape
Out[ ]:
((246008, 15), (61503, 15))
In [ ]:
# Sélection des meilleures variables numériques avec ANOVA (f_classif)
# Appliquer un imputeur pour les variables numériques
X_train_num_imputed = SimpleImputer(strategy='mean').fit_transform(X_train[num_selected_features])
num_imputer = SimpleImputer(strategy='mean')
X_train_num_imputed = num_imputer.fit_transform(X_train[num_selected_features])
X_test_num_imputed = num_imputer.transform(X_test[num_selected_features])
anova_selector = SelectKBest(score_func=f_classif, k=15)  # Garde les 15 meilleures variables
X_train_num_selected = anova_selector.fit_transform(X_train_num_imputed, y_train)
X_test_num_selected = anova_selector.transform(X_test_num_imputed)

selected_num_indices = anova_selector.get_support(indices=True)
selected_num_names = num_selected_features[selected_num_indices]

cette étape permet prépare les variables numériques pour un modèle de machine learning en traitant les valeurs manquantes, en sélectionnant les caractéristiques les plus pertinentes avec ANOVA, et en conservant une trace des variables sélectionnées pour l'interprétation.

In [ ]:
#  Concatenation des colonnes selectionnées
X_train_selected = np.hstack((X_train_num_selected, X_train_cat_selected))
X_test_selected = np.hstack((X_test_num_selected, X_test_cat_selected))

print(f"Variables numériques sélectionnées : {selected_num_names}")
print(f"Variables catégorielles sélectionnées : {selected_cat_names}")
Variables numériques sélectionnées : Index(['DAYS_BIRTH', 'DAYS_EMPLOYED', 'DAYS_ID_PUBLISH', 'FLAG_EMP_PHONE',
       'REGION_RATING_CLIENT', 'REGION_RATING_CLIENT_W_CITY',
       'REG_CITY_NOT_WORK_CITY', 'EXT_SOURCE_2', 'EXT_SOURCE_3',
       'DAYS_LAST_PHONE_CHANGE', 'FLAG_DOCUMENT_3', 'PREV_DAYS_DECISION_MEAN',
       'PREV_DAYS_FIRST_DRAWING_MEAN', 'BUREAU_DAYS_CREDIT_MEAN',
       'BUREAU_DAYS_CREDIT_UPDATE_MEAN'],
      dtype='object')
Variables catégorielles sélectionnées : ['NAME_CONTRACT_TYPE_Revolving loans' 'CODE_GENDER_F' 'CODE_GENDER_M'
 'NAME_INCOME_TYPE_Pensioner' 'NAME_INCOME_TYPE_State servant'
 'NAME_INCOME_TYPE_Working' 'NAME_EDUCATION_TYPE_Higher education'
 'NAME_EDUCATION_TYPE_Secondary / secondary special'
 'NAME_FAMILY_STATUS_Civil marriage'
 'NAME_FAMILY_STATUS_Single / not married'
 'NAME_HOUSING_TYPE_With parents'
 'ORGANIZATION_TYPE_Business Entity Type 3'
 'ORGANIZATION_TYPE_Construction' 'ORGANIZATION_TYPE_Self-employed'
 'ORGANIZATION_TYPE_XNA']
In [ ]:
X_train_selected.shape,X_test_selected.shape
Out[ ]:
((246008, 30), (61503, 30))

Gestion des valeurs aberrantes

In [ ]:
#Gestion et suppression des valeurs aberantes pour la variable avec une distribution asymetrique

def replaceOutliersIQR(data):
    for col in data.select_dtypes('number').columns:
        if not (-0.5 <= data[col].skew() <= 0.5):
            Q1 = np.quantile(data[col], 0.25)
            Q3 = np.quantile(data[col], 0.75)
            IQR = Q3 - Q1
            limitInf = Q1 - 1.5*IQR
            limitSup = Q3 + 1.5*IQR

            data[col] = np.where(data[col] <= limitInf, limitInf, data[col])
            data[col] = np.where(data[col] >= limitSup, limitSup, data[col])
    return data
In [ ]:
# Convert X_train_selected back to DataFrame
X_train_selected_df = pd.DataFrame(X_train_selected, columns=list(selected_num_names) + list(selected_cat_names))

replaceOutliersIQR(data=X_train_selected_df)
Out[ ]:
DAYS_BIRTH DAYS_EMPLOYED DAYS_ID_PUBLISH FLAG_EMP_PHONE REGION_RATING_CLIENT REGION_RATING_CLIENT_W_CITY REG_CITY_NOT_WORK_CITY EXT_SOURCE_2 EXT_SOURCE_3 DAYS_LAST_PHONE_CHANGE ... NAME_INCOME_TYPE_Working NAME_EDUCATION_TYPE_Higher education NAME_EDUCATION_TYPE_Secondary / secondary special NAME_FAMILY_STATUS_Civil marriage NAME_FAMILY_STATUS_Single / not married NAME_HOUSING_TYPE_With parents ORGANIZATION_TYPE_Business Entity Type 3 ORGANIZATION_TYPE_Construction ORGANIZATION_TYPE_Self-employed ORGANIZATION_TYPE_XNA
0 -17775.0 -2503.0 -1321.0 1.0 2.0 2.0 0.0 0.683750 0.234015 -1154.0 ... 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
1 -12495.0 -429.0 -3590.0 1.0 2.0 2.0 0.0 0.587328 0.598926 -1737.0 ... 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
2 -11896.0 -875.0 -2879.0 1.0 2.0 2.0 0.0 0.271430 0.146442 -584.0 ... 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
3 -14683.0 -2218.0 -4946.0 1.0 2.0 2.0 0.0 0.684454 0.488455 -2152.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
4 -23119.0 3419.5 -4580.0 1.0 2.0 2.0 0.0 0.192143 0.553165 -394.0 ... 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
246003 -19030.0 -2219.0 -2540.0 1.0 2.0 2.0 0.0 0.108723 0.725276 -2452.0 ... 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
246004 -12054.0 -1848.0 -4025.0 1.0 2.0 2.0 0.0 0.553644 0.728141 -1432.0 ... 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
246005 -12242.0 -1489.0 -4376.0 1.0 2.0 2.0 0.0 0.706329 0.510443 -1094.0 ... 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
246006 -14825.0 3419.5 -4407.0 1.0 2.0 2.0 0.0 0.667817 0.556727 0.0 ... 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
246007 -16318.0 -2372.0 -4200.0 1.0 2.0 2.0 0.0 0.452025 0.656158 -1838.0 ... 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0

246008 rows × 30 columns

In [ ]:
#Traitement des valeurs aberratntes sur une distribution normale avec la methode de Z-score
def remplacerOutliersZscore(data, threshold:int=3):
    for col in data.select_dtypes('number').columns:
        if -0.5 <= data[col].skew() <= 0.5:
            u = np.mean(data[col])
            sigma = np.std(data[col])
            median = np.median(data[col])
            z =  (data[col] - u)/sigma
            data[col] = np.where(abs(z) > threshold, median, data[col])
    return data
In [ ]:
remplacerOutliersZscore(data=X_train_selected_df)
Out[ ]:
DAYS_BIRTH DAYS_EMPLOYED DAYS_ID_PUBLISH FLAG_EMP_PHONE REGION_RATING_CLIENT REGION_RATING_CLIENT_W_CITY REG_CITY_NOT_WORK_CITY EXT_SOURCE_2 EXT_SOURCE_3 DAYS_LAST_PHONE_CHANGE ... NAME_INCOME_TYPE_Working NAME_EDUCATION_TYPE_Higher education NAME_EDUCATION_TYPE_Secondary / secondary special NAME_FAMILY_STATUS_Civil marriage NAME_FAMILY_STATUS_Single / not married NAME_HOUSING_TYPE_With parents ORGANIZATION_TYPE_Business Entity Type 3 ORGANIZATION_TYPE_Construction ORGANIZATION_TYPE_Self-employed ORGANIZATION_TYPE_XNA
0 -17775.0 -2503.0 -1321.0 1.0 2.0 2.0 0.0 0.683750 0.234015 -1154.0 ... 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
1 -12495.0 -429.0 -3590.0 1.0 2.0 2.0 0.0 0.587328 0.598926 -1737.0 ... 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
2 -11896.0 -875.0 -2879.0 1.0 2.0 2.0 0.0 0.271430 0.146442 -584.0 ... 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
3 -14683.0 -2218.0 -4946.0 1.0 2.0 2.0 0.0 0.684454 0.488455 -2152.0 ... 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
4 -23119.0 3419.5 -4580.0 1.0 2.0 2.0 0.0 0.192143 0.553165 -394.0 ... 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...
246003 -19030.0 -2219.0 -2540.0 1.0 2.0 2.0 0.0 0.108723 0.725276 -2452.0 ... 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
246004 -12054.0 -1848.0 -4025.0 1.0 2.0 2.0 0.0 0.553644 0.728141 -1432.0 ... 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
246005 -12242.0 -1489.0 -4376.0 1.0 2.0 2.0 0.0 0.706329 0.510443 -1094.0 ... 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
246006 -14825.0 3419.5 -4407.0 1.0 2.0 2.0 0.0 0.667817 0.556727 0.0 ... 0.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0
246007 -16318.0 -2372.0 -4200.0 1.0 2.0 2.0 0.0 0.452025 0.656158 -1838.0 ... 1.0 0.0 1.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0

246008 rows × 30 columns

Comme nos distributions sont asymetriques et possedent des valeurs aberantes, nous allons utiliser la methode IQR pour traiter les valeurs aberrantes en les remplaçants par la minimum ou le maximum du boxplot comme indiqué surl code ci-dessus

In [ ]:
#Affichage de la distribution et boxplot
for col in X_train_selected_df.columns:
    plt.figure()
    fig, ax = plt.subplots(1, 2, figsize=(15, 5))
    sns.histplot(X_train_selected_df[col], kde=True, ax=ax[0])
    ax[0].set_title(col)
    sns.boxplot(y=X_train_selected_df[col], ax=ax[1])
    plt.title(col)
    plt.show()
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In [ ]:
y.value_counts()
Out[ ]:
TARGET
0    282686
1     24825
Name: count, dtype: int64

On constate que le contenu de notre variation target, n'est pas equilibré donc faire un modele avec ces dernier ne sera pertinent. Nous allons dans le suite essayer de l'equilibrer afin de passer à l'entrainement des modele

NB : classe 0 : credit non remboursé; classe 1 : credit remboursé

In [ ]:
# Appliquer OverSample pour équilibrer les classes
# SMOTE doit être appliqué après l'encodage des variables catégorielles
from imblearn.over_sampling import RandomOverSampler

ros = RandomOverSampler(random_state=42)
X_train_resampled, y_train_resampled = ros.fit_resample(X_train_selected, y_train)
In [ ]:
# Vérifier la distribution des classes après équilibrage
print("Distribution des classes après ros :")
print(pd.Series(y_train_resampled).value_counts())
Distribution des classes après ros :
TARGET
0    226148
1    226148
Name: count, dtype: int64

Modelisation¶

-- models classsiques

In [ ]:
#Librairie
from sklearn.linear_model import LogisticRegression
from sklearn.ensemble import RandomForestClassifier
from xgboost import XGBClassifier
from sklearn.neighbors import KNeighborsClassifier
from sklearn.metrics import accuracy_score, classification_report, confusion_matrix, roc_auc_score, f1_score
In [ ]:
#Model KNN
# Initialisation du modèle KNN
knn_model = KNeighborsClassifier(n_neighbors=5)

# Entraînement du modèle
knn_model.fit(X_train_resampled, y_train_resampled)

# Prédiction sur les données de test
y_pred_knn = knn_model.predict(X_test_selected)

# Évaluation du modèle

print(knn_model.score(X_test_selected, y_test))
accuracy_knn = accuracy_score(y_test, y_pred_knn)
print(f"Accuracy du modèle KNN : {accuracy_knn:.4f}")
print(classification_report(y_test, y_pred_knn))
In [ ]:
roc_auc_score(y_test, y_pred_knn)
# Matrice de confusion
confusion_matrix(y_test, y_pred_knn)
Out[ ]:
array([[56099,   439],
       [ 4903,    62]], dtype=int64)
In [ ]:
from sklearn.linear_model import LogisticRegression
from sklearn.metrics import accuracy_score, classification_report

# Initialisation du modèle de Régression Logistique
logreg_model = LogisticRegression(random_state=0, max_iter=1000)

# Entraînement du modèle
logreg_model.fit(X_train_resampled, y_train_resampled)

# Prédiction sur les données de test
y_pred_logreg = logreg_model.predict(X_test_selected)

# Évaluation du modèle
accuracy_logreg = accuracy_score(y_test, y_pred_logreg)
print(f"Accuracy du modèle de Régression Logistique : {accuracy_logreg:.4f}")
print(classification_report(y_test, y_pred_logreg))
c:\Users\USER\anaconda3\Lib\site-packages\sklearn\linear_model\_logistic.py:469: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  n_iter_i = _check_optimize_result(
Accuracy du modèle de Régression Logistique : 0.6527
              precision    recall  f1-score   support

           0       0.96      0.65      0.78     56538
           1       0.14      0.65      0.23      4965

    accuracy                           0.65     61503
   macro avg       0.55      0.65      0.50     61503
weighted avg       0.89      0.65      0.73     61503

In [ ]:
from xgboost import XGBClassifier
from sklearn.metrics import accuracy_score, classification_report

# Initialisation du modèle XGBoost
xgb_model = XGBClassifier(random_state=0, use_label_encoder=False, eval_metric='logloss')

# Entraînement du modèle
xgb_model.fit(X_train_resampled, y_train_resampled)

# Prédiction sur les données de test
y_pred_xgb = xgb_model.predict(X_test_selected)

# Évaluation du modèle
accuracy_xgb = accuracy_score(y_test, y_pred_xgb)
print(f"Accuracy du modèle XGBoost : {accuracy_xgb:.4f}")
print(classification_report(y_test, y_pred_xgb))
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [10:20:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
Accuracy du modèle XGBoost : 0.9187
              precision    recall  f1-score   support

           0       0.92      1.00      0.96     56538
           1       0.44      0.03      0.05      4965

    accuracy                           0.92     61503
   macro avg       0.68      0.51      0.50     61503
weighted avg       0.88      0.92      0.88     61503

In [ ]:
#AUC
from sklearn.metrics import roc_auc_score, confusion_matrix

roc_auc_score(y_test, y_pred_xgb)

# Matrice de confusion
confusion_matrix(y_test, y_pred_xgb)
Out[ ]:
array([[56371,   167],
       [ 4835,   130]], dtype=int64)
In [ ]:
#RandomForest
from sklearn.ensemble import RandomForestClassifier
from sklearn.metrics import accuracy_score, classification_report

# Initialisation du modèle Random Forest
rf_model = RandomForestClassifier(random_state=0)

# Entraînement du modèle

rf_model.fit(X_train_resampled, y_train_resampled)

# Prédiction sur les données de test

y_pred_rf = rf_model.predict(X_test_selected)

# Évaluation du modèle

accuracy_rf = accuracy_score(y_test, y_pred_rf)
print(f"Accuracy du modèle Random Forest : {accuracy_rf:.4f}")
print(classification_report(y_test, y_pred_rf))
Accuracy du modèle Random Forest : 0.9189
              precision    recall  f1-score   support

           0       0.92      1.00      0.96     56538
           1       0.38      0.01      0.01      4965

    accuracy                           0.92     61503
   macro avg       0.65      0.50      0.49     61503
weighted avg       0.88      0.92      0.88     61503

In [ ]:
#Comparaison des modeles classqique
print(f"Accuracy du modèle Random Forest : {accuracy_rf:.4f}")
print(classification_report(y_test, y_pred_rf))

print(f"Accuracy du modèle KNN : {accuracy_knn:.4f}")
print(classification_report(y_test, y_pred_knn))

print(f"Accuracy du modèle de Régression Logistique : {accuracy_logreg:.4f}")
print(classification_report(y_test, y_pred_logreg))

print(f"Accuracy du modèle XGBoost : {accuracy_xgb:.4f}")
print(classification_report(y_test, y_pred_xgb))
Accuracy du modèle Random Forest : 0.9189
              precision    recall  f1-score   support

           0       0.92      1.00      0.96     56538
           1       0.38      0.01      0.01      4965

    accuracy                           0.92     61503
   macro avg       0.65      0.50      0.49     61503
weighted avg       0.88      0.92      0.88     61503

Accuracy du modèle KNN : 0.6857
              precision    recall  f1-score   support

           0       0.93      0.72      0.81     56538
           1       0.10      0.35      0.15      4965

    accuracy                           0.69     61503
   macro avg       0.51      0.53      0.48     61503
weighted avg       0.86      0.69      0.75     61503

Accuracy du modèle de Régression Logistique : 0.6527
              precision    recall  f1-score   support

           0       0.96      0.65      0.78     56538
           1       0.14      0.65      0.23      4965

    accuracy                           0.65     61503
   macro avg       0.55      0.65      0.50     61503
weighted avg       0.89      0.65      0.73     61503

Accuracy du modèle XGBoost : 0.9187
              precision    recall  f1-score   support

           0       0.92      1.00      0.96     56538
           1       0.44      0.03      0.05      4965

    accuracy                           0.92     61503
   macro avg       0.68      0.51      0.50     61503
weighted avg       0.88      0.92      0.88     61503

Analyse comparative des models classiques¶

RandomForest

---Le modèle est très performant pour prédire la classe 0 (majoritaire), mais il échoue presque complètement à identifier la classe 1 (minoritaire);

---L'accuracy élevée est peut etre trompeuse car elle est principalement due à la bonne prédiction de la classe majoritaire;

---Le modèle souffre d'un déséquilibre de classes (problème courant dans les ensembles de données déséquilibrés).

KNN

---Le modèle est meilleur que Random Forest pour identifier la classe 1 (rappel de 35 % contre 1 %), mais il reste médiocre;

---La précision pour la classe 1 est très faible (10 %), ce qui signifie que beaucoup de prédictions positives pour la classe 1 sont en réalité des faux positifs;

---L'accuracy est plus faible que Random Forest, mais le modèle est un peu plus équilibré.

Regression Logistique

---Le modèle est meilleur pour identifier la classe 1 (rappel de 65 %), mais la précision reste faible (14 %), ce qui signifie qu'il y a beaucoup de faux positifs;

---L'accuracy est plus faible que Random Forest et KNN, mais le modèle est plus équilibré pour la classe 1.

XGBoost

---Similaire à Random Forest, XGBoost est excellent pour prédire la classe 0 mais échoue presque complètement pour la classe 1;

---L'accuracy élevée est parfois trompeuse car elle est principalement due à la bonne prédiction de la classe majoritaire.

Modeles optimisés¶

In [ ]:
#Modele XGBoost optimisé par GridSearchCV

from sklearn.model_selection import GridSearchCV

param_grid = {
    'n_estimators': [50, 100, 200],
   'max_depth': [None, 5, 10],
    'learning_rate': [0.01, 0.1, 1],
    'gamma': [0, 0.1, 0.5],
    'reg_lambda': [0, 1, 10]
}

grid_search = GridSearchCV(XGBClassifier(random_state=0, use_label_encoder=False), param_grid, cv=5, scoring='accuracy', verbose=2)

grid_search.fit(X_train_resampled, y_train_resampled)

best_params = grid_search.best_params_

best_params

# Création du modèle avec les meilleurs paramètres
best_xgb_model = XGBClassifier(random_state=0, use_label_encoder=False, **best_params)

# Prédiction sur les données de test
best_xgb_model.fit(X_train_resampled, y_train_resampled)
y_pred_best_xgb = best_xgb_model.predict(X_test_selected)

# Évaluation du modèle
accuracy_best_xgb = accuracy_score(y_test, y_pred_best_xgb)
print(f"Accuracy du meilleur modèle XGBoost : {accuracy_best_xgb:.4f}")
print(classification_report(y_test, y_pred_best_xgb))
Fitting 5 folds for each of 243 candidates, totalling 1215 fits
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:14:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:14:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:15:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time=   3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:16:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time=   5.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time=   5.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:17:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time=   4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time=   5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time=   4.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:18:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time=   5.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time=   6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time=   6.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:19:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time=   5.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time=   7.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time=   5.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time=   5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time=   4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:20:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time=  10.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:21:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time=  12.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:21:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time=  11.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:21:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time=  11.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:21:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time=  12.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:21:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time=   7.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:22:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time=  19.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:22:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time=  38.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:23:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time=   6.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:23:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time=   7.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:23:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time=   6.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:23:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time=   8.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:23:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time=  31.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time=  18.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time=   5.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:24:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:25:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:26:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   6.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   5.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:27:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   6.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   6.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time=  12.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   6.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:28:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:29:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:30:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:30:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:30:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   7.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:30:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   8.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:30:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   7.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:30:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   8.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:30:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   7.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:30:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   5.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:30:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   7.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:31:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   7.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:31:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   6.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:31:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   6.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:31:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:31:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   6.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:31:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   7.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:31:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   7.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:31:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   7.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:31:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time=  13.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:32:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time=  14.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:32:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time=  14.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:32:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time=  15.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:32:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time=  13.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:33:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time=  11.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:33:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time=  12.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:33:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time=  11.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:33:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time=  10.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:33:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time=  11.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:34:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time=  10.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:34:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time=  11.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:34:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time=  12.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:34:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time=  11.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:34:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time=  11.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   5.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:35:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   3.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   3.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   6.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   6.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:36:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   6.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   6.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   6.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   6.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   5.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   6.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   6.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:37:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   6.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   6.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:38:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:39:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:40:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:41:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:41:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:41:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:41:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:41:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:41:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:41:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:41:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time= 2.7min
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:44:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:45:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:45:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:45:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   6.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:45:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   5.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:45:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   6.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:45:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   7.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:45:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   7.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:45:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   7.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:45:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   6.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   8.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   8.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   9.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   9.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:46:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time=   8.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time=   6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:47:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time=  15.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:48:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time=  10.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:48:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time=  19.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:48:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time=   9.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:48:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:48:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time=   4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:48:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:48:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time=   4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:48:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time=   4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time=   5.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time=   5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:49:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time=   4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time=   4.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time=   4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:50:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time=   4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time=   4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:51:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time=   6.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time=   6.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time=   5.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time=   5.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:52:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time=   5.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time=   5.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time=   5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time=   5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time=   6.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time=   5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time=   5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:53:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time=  10.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:54:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time=  11.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:54:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time=  10.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:54:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time=  10.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:54:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time=  12.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:54:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time=   9.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:55:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time=  11.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:55:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time=  11.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:55:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time=  11.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:55:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time=  11.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:55:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time=   9.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:55:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time=  10.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:56:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time=  10.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:56:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time=  21.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:56:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time=  18.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:56:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:56:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:57:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:57:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time=  14.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:57:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:57:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   8.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:57:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   6.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:57:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:57:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:57:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time=  15.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:58:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [13:59:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:00:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:01:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:02:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   6.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   7.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time=  10.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:03:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time= 5.9min
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:09:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   8.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:09:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   5.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   5.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   5.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   5.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   5.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   5.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   5.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   6.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   5.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:10:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:11:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   1.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:12:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   1.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   1.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:13:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:14:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   5.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:15:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:15:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time=  13.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:15:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   6.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:15:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   5.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:15:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   5.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:15:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   4.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:15:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:15:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   6.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:15:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   5.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:16:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:16:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:16:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   8.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:16:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   8.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:16:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   9.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:16:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   8.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:16:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:16:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   9.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:17:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   8.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:17:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time=  11.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:17:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:17:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   3.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:17:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   8.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:17:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   8.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:17:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   8.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:17:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.1, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   8.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=0; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:18:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time=  13.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time=  11.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time=  32.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=100, reg_lambda=10; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:19:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time=   4.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=0; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=1; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:20:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:21:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time=   4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=0; total time=   4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=1; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:22:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=5, n_estimators=200, reg_lambda=10; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:23:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time=   5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time=   5.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time=   5.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=0; total time=   5.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=1; total time=   6.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time=   5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time=   4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:24:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time=   5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:25:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time=   4.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:25:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=100, reg_lambda=10; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:25:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time=   9.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:25:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time=  12.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:25:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time=  11.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:25:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time= 8.1min
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:33:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=0; total time=   7.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:34:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time=   6.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:34:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time=   7.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:34:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time=   6.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:34:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time=   6.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:34:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=1; total time=   6.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:34:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time=   5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:34:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time=   5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:34:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time=   6.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:34:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time=   5.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.01, max_depth=10, n_estimators=200, reg_lambda=10; total time=   5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:35:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:36:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:37:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time=13.1min
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:50:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   2.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   1.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:51:57] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   2.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   2.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:39] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:43] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   4.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:52:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   4.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   4.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   5.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   4.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   5.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   5.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:53:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=0.1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   5.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=1; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:12] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:16] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=50, reg_lambda=10; total time=   1.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=0; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=1; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=100, reg_lambda=10; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:54:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=0; total time=   3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=1; total time=   3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   3.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   3.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   4.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=None, n_estimators=200, reg_lambda=10; total time=   3.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:48] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:52] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:53] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=0; total time=   1.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:55] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:55:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=1; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:00] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:03] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=50, reg_lambda=10; total time=   1.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:08] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=0; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:15] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:19] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:23] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=1; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:30] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   1.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:32] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=100, reg_lambda=10; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:37] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:41] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:44] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=0; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:50] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:56:58] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:04] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=1; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:07] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:11] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:21] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=5, n_estimators=200, reg_lambda=10; total time=   3.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:24] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:26] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:31] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=0; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:36] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   1.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:38] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:40] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=1; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:47] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   1.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:49] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:54] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=50, reg_lambda=10; total time=   2.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:57:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   2.2s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:58:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   4.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:58:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:58:09] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   3.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:58:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=0; total time=   4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:58:18] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   2.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:58:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:58:25] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time=   4.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:58:33] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time=  12.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:58:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=1; total time=  15.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:59:01] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time=  17.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:59:14] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time=  14.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:59:29] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   8.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [14:59:42] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time=  23.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:00:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=100, reg_lambda=10; total time=   8.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:00:10] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time=  12.4s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:00:28] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time=  23.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:00:51] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time=  12.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:00:59] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:01:05] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=0; total time=   9.7s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:01:17] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   7.3s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:01:22] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time=  11.5s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:01:35] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time=  11.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:01:45] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time=  10.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:01:56] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=1; total time=   5.9s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:02:02] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   4.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:02:06] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   7.0s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:02:13] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   7.1s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:02:20] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   6.6s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:02:27] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
[CV] END gamma=0.5, learning_rate=1, max_depth=10, n_estimators=200, reg_lambda=10; total time=   6.8s
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:02:34] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
c:\Users\USER\anaconda3\Lib\site-packages\xgboost\core.py:158: UserWarning: [15:02:46] WARNING: C:\buildkite-agent\builds\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\xgboost\xgboost-ci-windows\src\learner.cc:740: 
Parameters: { "use_label_encoder" } are not used.

  warnings.warn(smsg, UserWarning)
Accuracy du meilleur modèle XGBoost : 0.9186
              precision    recall  f1-score   support

           0       0.92      1.00      0.96     56538
           1       0.43      0.03      0.05      4965

    accuracy                           0.92     61503
   macro avg       0.68      0.51      0.50     61503
weighted avg       0.88      0.92      0.88     61503

In [ ]:
# Évaluation du modèle
accuracy_best_xgb = accuracy_score(y_test, y_pred_best_xgb)
print(f"Accuracy du meilleur modèle XGBoost : {accuracy_best_xgb:.4f}")
print(classification_report(y_test, y_pred_best_xgb))
Accuracy du meilleur modèle XGBoost : 0.9186
              precision    recall  f1-score   support

           0       0.92      1.00      0.96     56538
           1       0.43      0.03      0.05      4965

    accuracy                           0.92     61503
   macro avg       0.68      0.51      0.50     61503
weighted avg       0.88      0.92      0.88     61503

In [ ]:
#AUC
roc_auc_score(y_test, y_pred_best_xgb)

# Matrice de confusion
confusion_matrix(y_test, y_pred_best_xgb)
Out[ ]:
array([[56365,   173],
       [ 4832,   133]], dtype=int64)
In [ ]:
#Modele Regression Logistique optimisé par GridSearchCV

from sklearn.model_selection import GridSearchCV

param_grid = {
    'C': [0.01, 0.1, 1, 10],
    'penalty': ['l1', 'l2'],
    'solver': ['liblinear', 'saga']
}

grid_search = GridSearchCV(LogisticRegression(random_state=0), param_grid, cv=5, scoring='accuracy', verbose=2, n_jobs=-1)

grid_search.fit(X_train_resampled, y_train_resampled)

best_params = grid_search.best_params_

best_params

# Création du modèle avec les meilleurs paramètres
best_logreg_model = LogisticRegression(random_state=0, **best_params)

# Prédiction sur les données de test
best_logreg_model.fit(X_train_resampled, y_train_resampled)
y_pred_best_logreg = best_logreg_model.predict(X_test_selected)

# Évaluation du modèle
accuracy_best_logreg = accuracy_score(y_test, y_pred_best_logreg)

print(f"Accuracy du meilleur modèle Régression Logistique : {accuracy_best_logreg:.4f}")
print(classification_report(y_test, y_pred_best_logreg))
Fitting 5 folds for each of 16 candidates, totalling 80 fits
c:\Users\USER\anaconda3\Lib\site-packages\sklearn\svm\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.
  warnings.warn(
Accuracy du meilleur modèle Régression Logistique : 0.6873
              precision    recall  f1-score   support

           0       0.96      0.69      0.80     56538
           1       0.16      0.67      0.26      4965

    accuracy                           0.69     61503
   macro avg       0.56      0.68      0.53     61503
weighted avg       0.90      0.69      0.76     61503

c:\Users\USER\anaconda3\Lib\site-packages\sklearn\svm\_base.py:1237: ConvergenceWarning: Liblinear failed to converge, increase the number of iterations.
  warnings.warn(
In [ ]:
#AUC
roc_auc_score(y_test, y_pred_best_logreg)

# Matrice de confusion
confusion_matrix(y_test, y_pred_best_logreg)
Out[ ]:
array([[38942, 17596],
       [ 1635,  3330]], dtype=int64)
In [ ]:
from sklearn.decomposition import PCA
from sklearn.pipeline import make_pipeline
from sklearn.feature_selection import SelectKBest, f_classif
from sklearn.model_selection import RandomizedSearchCV
from sklearn.ensemble import RandomForestClassifier
In [ ]:
#RandomForet avec RandomizedSearchCV
preprocessor = ColumnTransformer(
    transformers=[
        ('num', KNNImputer(), var_num),  # Imputation des variables numériques
        ('cat', OneHotEncoder(handle_unknown='ignore'), var_cat)  # Encodage des variables catégorielles
    ])

# Pipeline complet
model = make_pipeline(
    preprocessor,  # Appliquer le préprocessing
    SelectKBest(score_func=f_classif, k=10),  # Sélection des 10 meilleures variables
    PolynomialFeatures(degree=2),  # Features polynomiales de degré 2
    PCA(n_components=10),  # Réduction de dimension avec PCA
    RandomForestClassifier(random_state=42)  # Classificateur RandomForest
)

# Paramètres à tester pour RandomizedSearchCV
params = {
    'randomforestclassifier__n_estimators': [100, 200, 300],
    'randomforestclassifier__max_depth': [None, 5, 10],
    'randomforestclassifier__min_samples_split': [2, 5, 10]
}

# RandomizedSearchCV : Recherche aléatoire sur les hyperparamètres
random_search = RandomizedSearchCV(model, param_distributions=params, n_iter=10, cv=5, random_state=42, n_jobs=-1 )

# Apprentissage avec RandomizedSearchCV sur les données équilibrées
random_search.fit(X_resampled, y_resampled)

# Affichage des meilleurs paramètres trouvés avec RandomizedSearchCV
print("Meilleurs paramètres (RandomizedSearchCV) :")
print(random_search.best_params_)

# Évaluation du modèle sur l'ensemble de test avec RandomizedSearchCV
score_random = random_search.score(X_test_transformed, y_test)
print(f"\nScore sur l'ensemble de test avec RandomizedSearchCV: {score_random:.4f}")
Meilleurs paramètres (RandomizedSearchCV) :
{'randomforestclassifier__n_estimators': 100, 'randomforestclassifier__min_samples_split': 2, 'randomforestclassifier__max_depth': None}

Score sur l'ensemble de test avec RandomizedSearchCV: 0.8756